LLM calls

sportstatsdb.com pipelines
time
2026-09-30 16:21:52
pipeline
isu_pipeline
run
gpusa2026
step
6 entries people
object
2136454 Audrey SHIN / Spencer Akira HOWE
model_requested
anthropic/claude-sonnet-5.5
model_returned
anthropic/claude-sonnet-5.5
provider
Claude Platform on AWS
latency_s
3.61
prompt_tokens
2830
completion_tokens
365
cost_usd
0.00931
finish_reason
stop
json_error
False
review_verdict
review_note
call_id
6c0bbf73-1062-40e5-a80d-991dc82819d0

Answer

{
  "why": "Audrey SHIN: card 8850452 has the same birth date as the ISU profile (2004-03-12), USA flag, senior pairs results, and recent starts with Spencer Akira HOWE (Nebelhorn and John Nicks 2026). Card 9650778 is a 2020 novice singles record with no birth date and only 2 results, so it is a different or unrelated record. Spencer Akira HOWE: the only candidate, card 8853664, has the matching birth date (1996-09-11), USA flag, senior pairs, and recent starts with Audrey SHIN. Both match the loader guess.",
  "cards": [
    8850452,
    8853664
  ],
  "followups": [
    {
      "card": 9650778,
      "issue": "Card 'Audrey Shin' has 2020 novice singles results (USA) and no birth date; it could be a duplicate of card 8850452 (Audrey SHIN, b. 2004), who would have been about 16 in 2020.",
      "suggestion": "Check whether this card is the same skater in her novice years and, if so, merge it into 8850452."
    }
  ],
  "confidence": "high"
}

Task

This is an entry (registration) for an upcoming competition, before any results. Link each person on the entry to one of their candidate cards (same or similar name), or to null if none of the listed candidates fits. Nothing is created here: an entry may stay without a card, and the person is settled when the results arrive with more evidence (ISU number, scores). Compare flag, discipline, age group, level, recent seasons and birth date with the entry. You MUST decide; if in doubt, pick the most likely option and set confidence 'low'. Put anything that should be corrected or checked later (a possible duplicate card, a wrong birth date) into `followups` — you do not apply them.

Dossier

{
  "entry": {
    "printed": "Audrey SHIN / Spencer Akira HOWE",
    "event": "Skate America, 2026-11-13",
    "category": "Pairs",
    "discipline": "pairs",
    "age_group": "senior",
    "step": null,
    "flag": "USA",
    "isu_number_printed": null
  },
  "isu_biography": [],
  "isu_profiles": [
    {
      "slug": "audrey-shin",
      "name": "Audrey SHIN",
      "birth_date": "2004-03-12",
      "place_of_birth": "Smithtown, New York",
      "country": "USA",
      "club": "SC of New York",
      "gender": "F"
    },
    {
      "slug": "spencer-akira-howe",
      "name": "Spencer Akira HOWE",
      "birth_date": "1996-09-11",
      "place_of_birth": "Burbank USA",
      "country": "USA",
      "club": "",
      "gender": "M"
    }
  ],
  "loader_guess": [
    8850452,
    8853664
  ],
  "people": [
    {
      "printed": "Audrey SHIN",
      "candidates": [
        {
          "card": 8850452,
          "name": "Audrey SHIN",
          "latin": "Audrey SHIN",
          "gender": "women",
          "birth_date": "2004-03-12",
          "results_total": 63,
          "last_starts": [
            {
              "date": "2026-09-23",
              "event": "Nebelhorn Trophy",
              "level": "challenger",
              "category": "Pairs",
              "discipline": "pairs",
              "age_group": "senior",
              "step": null,
              "club": null,
              "flag": "USA",
              "place": 2,
              "total": "66.46",
              "partner": "Spencer Akira HOWE"
            },
            {
              "date": "2026-09-11",
              "event": "ISU John Nicks Pairs International",
              "level": "challenger",
              "category": "ISU John Nicks Pairs International Challenger Series - Pairs",
              "discipline": "pairs",
              "age_group": "senior",
              "step": null,
              "club": null,
              "flag": "USA",
              "place": 2,
              "total": "183.81",
              "partner": "Spencer Akira HOWE"
            },
            {
              "date": "2026-01-21",
              "event": "Four Continents Championships",
              "level": "continental",
              "category": "Pairs",
              "discipline": "pairs",
              "age_group": "senior",
              "step": null,
              "club": null,
              "flag": "USA",
              "place": 7,
              "total": "176.40",
              "partner": "Balazs NAGY"
            },
            {
              "date": "2025-12-03",
              "event": "Golden Spin of Zagreb",
              "level": "challenger",
              "category": "Pairs",
              "discipline": "pairs",
              "age_group": "senior",
              "step": null,
              "club": null,
              "flag": "USA",
              "place": 1,
              "total": "194.00",
              "partner": "Balazs NAGY"
            },
            {
              "date": "2025-12-03",
              "event": "CS Golden Spin",
              "level": "challenger",
              "category": "Pairs",
              "discipline": "pairs",
              "age_group": "senior",
              "step": null,
              "club": null,
              "flag": "USA",
              "place": null,
              "total": null,
              "partner": "Balazs NAGY"
            }
          ]
        },
        {
          "card": 9650778,
          "name": "Audrey Shin",
          "latin": "Audrey Shin",
          "gender": "women",
          "birth_date": null,
          "results_total": 2,
          "last_starts": [
            {
              "date": "2020-08-14",
              "event": "Cup of Colorado",
              "level": "national_other",
              "category": "2020 Cup of Colorado",
              "discipline": "singles",
              "age_group": "novice",
              "step": null,
              "club": null,
              "flag": "USA",
              "place": 2,
              "total": "67.32",
              "partner": null
            },
            {
              "date": "2020-08-14",
              "event": "Cup of Colorado",
              "level": "national_other",
              "category": "2020 Cup of Colorado",
              "discipline": "singles",
              "age_group": "novice",
              "step": null,
              "club": null,
              "flag": "USA",
              "place": 2,
              "total": "99.93",
              "partner": null
            }
          ]
        }
      ]
    },
    {
      "printed": "Spencer Akira HOWE",
      "candidates": [
        {
          "card": 8853664,
          "name": "Spencer Akira HOWE",
          "latin": "Spencer Akira HOWE",
          "gender": "men",
          "birth_date": "1996-09-11",
          "results_total": 56,
          "last_starts": [
            {
              "date": "2026-09-23",
              "event": "Nebelhorn Trophy",
              "level": "challenger",
              "category": "Pairs",
              "discipline": "pairs",
              "age_group": "senior",
              "step": null,
              "club": null,
              "flag": "USA",
              "place": 2,
              "total": "66.46",
              "partner": "Audrey SHIN"
            },
            {
              "date": "2026-09-11",
              "event": "ISU John Nicks Pairs International",
              "level": "challenger",
              "category": "ISU John Nicks Pairs International Challenger Series - Pairs",
              "discipline": "pairs",
              "age_group": "senior",
              "step": null,
              "club": null,
              "flag": "USA",
              "place": 2,
              "total": "183.81",
              "partner": "Audrey SHIN"
            },
            {
              "date": "2026-03-24",
              "event": "World Championships",
              "level": "worlds",
              "category": "Pairs",
              "discipline": "pairs",
              "age_group": "senior",
              "step": null,
              "club": null,
              "flag": "USA",
              "place": 16,
              "total": "169.91",
              "partner": "Emily CHAN"
            },
            {
              "date": "2026-02-06",
              "event": "Olympic Games",
              "level": "olympics",
              "category": "Pair Skating",
              "discipline": "pairs",
              "age_group": "senior",
              "step": null,
              "club": null,
              "flag": "USA",
              "place": 7,
              "total": "200.31",
              "partner": "Emily CHAN"
            },
            {
              "date": "2025-11-13",
              "event": "Skate America",
              "level": "gp_stage",
              "category": "Pairs",
              "discipline": "pairs",
              "age_group": "senior",
              "step": null,
              "club": null,
              "flag": "USA",
              "place": 4,
              "total": "180.02",
              "partner": "Emily CHAN"
            }
          ]
        }
      ]
    }
  ]
}

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: {"cards": [<card id or null, one per person in the order of `people`>], "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.

Usage

{
  "cost": 0.00931,
  "is_byok": false,
  "cost_details": {
    "upstream_inference_cost": 0.00931,
    "upstream_inference_prompt_cost": 0.00566,
    "upstream_inference_completions_cost": 0.00365
  },
  "total_tokens": 3195,
  "prompt_tokens": 2830,
  "completion_tokens": 365,
  "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
  }
}