LLM calls

sportstatsdb.com pipelines
time
2026-09-30 23:42:00
pipeline
isu_pipeline
run
pilot_20260930_2338
step
people_llm
object
Елизавета КОРШАКОВА
model_requested
anthropic/claude-haiku-4.5
model_returned
anthropic/claude-haiku-4.5
provider
Amazon Bedrock
latency_s
5.05
prompt_tokens
3048
completion_tokens
325
cost_usd
0.004673
finish_reason
stop
json_error
False
review_verdict
review_note
call_id
f1413f67-db0a-4bc9-8aad-0de8241aa637

Answer

{
  "why": "The current card 9628875 (Елизавета КОРШАКОВА) is the correct match. The row is from 2024-05-25 with category '3 ЮНОШЕСКИЙ РАЗРЯД ЛАЙТ 8 ЛЕТ' and score 11.18. The current card shows a result from 2025-02-14 in the same category (3 ЮНОШЕСКИЙ РАЗРЯД) with score 12.11, and another from 2025-04-28 also in 3 ЮНОШЕСКИЙ РАЗРЯД with score 16.90. This progression is consistent with a young skater advancing through levels. The name matches exactly (Елизавета КОРШАКОВА), and the card includes the patronymic spelling 'Елизавета Юрьевна КОРШАКОВА' which is normal variation in Russian protocols. The alternative cards have different surnames (БОЛЬШАКОВА and ГОРШКОВА), making them clearly different people. The score level (11.18) is appropriate for this category and fits the progression shown on the current card.",
  "card": null,
  "slot": null,
  "decision": "keep",
  "followups": [],
  "confidence": "high",
  "same_person": []
}

Task

A result row was linked to athlete card(s) by the loader, but the linkage is uncertain: several cards share the name, or the printed name matched a card only after dropping the patronymic / reordering words / transliterating. For each person on the row decide which card it is. Options: 'keep' (the current card is right), 'card' (replace the person in slot `slot` with card `card` from `alternatives`), 'new' (the person in slot `slot` is someone who has no card yet). Evidence to weigh: birth date vs the category and age step, club and region continuity, discipline and partner, score level and its progression over time, dates (one person cannot skate two events at the same time), how the name is written (a patronymic in one protocol and not in another is normal in Russian protocols; a different patronymic means a different person). Namesakes are common among children. You MUST decide; if in doubt pick the most likely option and set confidence 'low'. If several cards in the dossier (current or alternatives) look like one and the same person split across cards, list each such group in `same_person` with the card ids and your confidence; nothing is merged here, a separate review reads these groups. Put anything else that should be corrected or checked later (a wrong birth date, a suspicious career) into `followups`; you do not apply them.

Dossier

{
  "row": {
    "printed": "Елизавета КОРШАКОВА",
    "event": "Открытый фестиваль \"Весна и лёд\", Москва, 2024-05-25",
    "category": "3 ЮНОШЕСКИЙ РАЗРЯД ЛАЙТ 8 ЛЕТ",
    "discipline": "singles",
    "age_group": "novice",
    "step": "rus_3youth",
    "flag": "RUS",
    "club_or_region_printed": null,
    "place": 2,
    "total": "11.18",
    "segments": {
      "FS": "11.18"
    },
    "birth_years_printed": [],
    "category_years": []
  },
  "people_on_row": [
    {
      "current_card": {
        "card": 9628875,
        "name": "Елизавета КОРШАКОВА",
        "latin": "Elizaveta Korshakova",
        "gender": "women",
        "birth_date": null,
        "results_total": 11,
        "last_starts": [
          {
            "date": "2026-04-25",
            "event": "Moscow Region Competitions",
            "level": "national_other",
            "category": "2 юнoшecкий рaзряд, дeвoчки",
            "discipline": "singles",
            "age_group": "novice",
            "step": "rus_2youth",
            "club": "г.о. Электросталь, МБУДО «СШОР «Кристалл-Восток»",
            "flag": "RUS",
            "place": 12,
            "total": "23.68",
            "partner": null
          },
          {
            "date": "2026-02-28",
            "event": "Moscow Region Competitions",
            "level": "national_other",
            "category": "2 юнoшecкий paзряд, дeвочки",
            "discipline": "singles",
            "age_group": "novice",
            "step": "rus_2youth",
            "club": null,
            "flag": "RUS",
            "place": 4,
            "total": "26.76",
            "partner": null
          },
          {
            "date": "2026-02-14",
            "event": "Moscow Region Competitions",
            "level": "national_other",
            "category": "2 юнoшecкий рaзряд, дeвoчки",
            "discipline": "singles",
            "age_group": "novice",
            "step": "rus_2youth",
            "club": "г. Электросталь, МБУДО «СШОР «КРИСТАЛЛ-ВОСТОК»",
            "flag": "RUS",
            "place": 17,
            "total": "22.00",
            "partner": null
          },
          {
            "date": "2025-12-16",
            "event": "Moscow Region Competitions",
            "level": "national_other",
            "category": "2 юнoшecкий рaзряд, дeвoчки",
            "discipline": "singles",
            "age_group": "novice",
            "step": "rus_2youth",
            "club": "г. о. Электросталь, МБУДО «СШОР «Кристалл- Восток»",
            "flag": "RUS",
            "place": 20,
            "total": "20.57",
            "partner": null
          },
          {
            "date": "2025-04-28",
            "event": "April Sun Trophy",
            "level": "national_other",
            "category": "3 ЮНОШЕСКИЙ РАЗРЯД, ДЕВОЧКИ, ДЕВУШКИ",
            "discipline": "singles",
            "age_group": "novice",
            "step": "rus_3youth",
            "club": null,
            "flag": "RUS",
            "place": 6,
            "total": "16.90",
            "partner": null
          },
          {
            "date": "2025-02-14",
            "event": "February Patterns",
            "level": "national_other",
            "category": "3 ЮНОШЕСКИЙ РАЗРЯД, ДЕВОЧКИ, ДЕВУШКИ",
            "discipline": "singles",
            "age_group": "novice",
            "step": "rus_3youth",
            "club": null,
            "flag": "RUS",
            "place": 21,
            "total": "12.11",
            "partner": null
          }
        ],
        "spellings": [
          "Elizaveta Korshakova",
          "Елизавета КОРШАКОВА",
          "Елизавета Юрьевна КОРШАКОВА"
        ],
        "birth_years_printed": {},
        "clubs_printed": [
          "г.о. Электросталь, МБУДО «СШОР «Кристалл-Восток»",
          "г. Электросталь, МБУДО «СШОР «КРИСТАЛЛ-ВОСТОК»",
          "г. о. Электросталь, МБУДО «СШОР «Кристалл- Восток»",
          "ООО КФК Ледяной ангел",
          "Школа фигурного катания \"Лёд\""
        ]
      },
      "alternatives": [
        {
          "card": 9525952,
          "name": "Елизавета БОЛЬШАКОВА",
          "latin": "Elizaveta Bolshakova",
          "gender": "women",
          "birth_date": null,
          "results_total": 4,
          "last_starts": [
            {
              "date": "2025-05-01",
              "event": "Victory Day Trophy",
              "level": "national_other",
              "category": "I cпopтивный Дeвoчки",
              "discipline": "singles",
              "age_group": "novice",
              "step": "development",
              "club": "ЧОУ ДОД ДЮСШ \"Невский лед\"",
              "flag": "RUS",
              "place": 24,
              "total": "118.38",
              "partner": null
            },
            {
              "date": "2024-04-15",
              "event": "Moskvina and Mishin Cup",
              "level": "national_other",
              "category": "1 спортивный разряд Девочки (9-12 лет)",
              "discipline": "singles",
              "age_group": "novice",
              "step": "rus_1sport",
              "club": null,
              "flag": "RUS",
              "place": 24,
              "total": "110.78",
              "partner": null
            },
            {
              "date": "2022-11-21",
              "event": "Peter the Great Cup Stage 2",
              "level": "national_other",
              "category": "II спортивный девочки ОТБОР",
              "discipline": "singles",
              "age_group": "novice",
              "step": null,
              "club": "ЧОУ ДОД ДЮСШ Невский лед",
              "flag": "RUS",
              "place": 14,
              "total": "91.04",
              "partner": null
            },
            {
              "date": "2022-10-25",
              "event": "Peter the Great Cup Stage 1",
              "level": "national_other",
              "category": "II спортивный девочки ОТБОР",
              "discipline": "singles",
              "age_group": "novice",
              "step": null,
              "club": "ЧОУ ДОД ДЮСШ Невский лед",
              "flag": "RUS",
              "place": 10,
              "total": "89.25",
              "partner": null
            }
          ],
          "spellings": [
            "Елизавета БОЛЬШАКОВА"
          ],
          "birth_years_printed": {},
          "clubs_printed": [
            "ЧОУ ДОД ДЮСШ \"Невский лед\"",
            "ЧОУ ДОД ДЮСШ Невский лед"
          ]
        },
        {
          "card": 9530322,
          "name": "Елизавета ГОРШКОВА",
          "latin": "Elizaveta Gorshkova",
          "gender": "women",
          "birth_date": null,
          "results_total": 1,
          "last_starts": [
            {
              "date": "2025-12-16",
              "event": "Chuvashia Championships",
              "level": "national_other",
              "category": "1-й юношеский разряд, девочки 8-12, 11-17 лет",
              "discipline": "singles",
              "age_group": "novice",
              "step": "rus_1youth",
              "club": null,
              "flag": "RUS",
              "place": 1,
              "total": "30.77",
              "partner": null
            }
          ],
          "spellings": [
            "Elizaveta Gorshkova",
            "Елизавета ГОРШКОВА",
            "Елизавета Михайловна ГОРШКОВА"
          ],
          "birth_years_printed": {},
          "clubs_printed": []
        }
      ]
    }
  ]
}

System

You help maintain a figure skating results database. Decide strictly from the dossier. Choose only among the options given. If the evidence is insufficient, answer 'unsure'. Reply with a single JSON object: {"decision": "keep"|"card"|"new", "slot": <card id being replaced or null>, "card": <card id or null>, "confidence": "high"|"medium"|"low", "why": "...", "same_person": [{"cards": [<id>, <id>, ...], "confidence": "high"|"medium"|"low", "why": "..."}], "followups": [{"card": <id>, "issue": "...", "suggestion": "..."}]} Output only the JSON object: no text before or after it, no Markdown, no code fences. Put all your reasoning into the "why" field.

Raw model text

```json
{
  "decision": "keep",
  "slot": null,
  "card": null,
  "confidence": "high",
  "why": "The current card 9628875 (Елизавета КОРШАКОВА) is the correct match. The row is from 2024-05-25 with category '3 ЮНОШЕСКИЙ РАЗРЯД ЛАЙТ 8 ЛЕТ' and score 11.18. The current card shows a result from 2025-02-14 in the same category (3 ЮНОШЕСКИЙ РАЗРЯД) with score 12.11, and another from 2025-04-28 also in 3 ЮНОШЕСКИЙ РАЗРЯД with score 16.90. This progression is consistent with a young skater advancing through levels. The name matches exactly (Елизавета КОРШАКОВА), and the card includes the patronymic spelling 'Елизавета Юрьевна КОРШАКОВА' which is normal variation in Russian protocols. The alternative cards have different surnames (БОЛЬШАКОВА and ГОРШКОВА), making them clearly different people. The score level (11.18) is appropriate for this category and fits the progression shown on the current card.",
  "slot": null,
  "same_person": [],
  "followups": []
}
```

Usage

{
  "cost": 0.004673,
  "is_byok": false,
  "cost_details": {
    "upstream_inference_cost": 0.004673,
    "upstream_inference_prompt_cost": 0.003048,
    "upstream_inference_completions_cost": 0.001625
  },
  "total_tokens": 3373,
  "prompt_tokens": 3048,
  "completion_tokens": 325,
  "prompt_tokens_details": {
    "audio_tokens": 0,
    "video_tokens": 0,
    "cached_tokens": 0,
    "cache_write_tokens": 0
  },
  "completion_tokens_details": {
    "audio_tokens": 0,
    "image_tokens": 0,
    "reasoning_tokens": 0
  }
}