{"id":"W7130625712","doi":"","title":"Early specialisation in young gymnasts: a mixed methods protocol","year":2025,"lang":"en","type":"article","venue":"VU Research Portal","topic":"Sports injuries and prevention","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Lunenfeld-Tanenbaum Research Institute","funders":"","keywords":"Popularity; Psychosocial; Athletes; Personality; Mental health; Football; Protocol (science); Cohort; Quality (philosophy)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003892626,0.00008916978,0.0002031943,0.0005759085,0.00008167893,0.00004698992,0.00009459053,0.0001097051,0.001641099],"category_scores_gemma":[0.0006764434,0.00007894875,0.00007515164,0.0009227773,0.0001044254,0.0001185507,0.00007637268,0.0004619821,0.00002605917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000917777,"about_ca_system_score_gemma":0.000367038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001035698,"about_ca_topic_score_gemma":0.0006236157,"domain_scores_codex":[0.9981511,0.0003448035,0.0003705886,0.0002724447,0.0005087448,0.0003523251],"domain_scores_gemma":[0.9992561,0.0001027733,0.00004709705,0.000306545,0.0002023819,0.00008510832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002805804,0.0009945495,0.5725797,0.0008042187,0.000154876,0.000603288,0.001990839,0.000002276809,0.01538389,0.04526252,0.06779884,0.2916191],"study_design_scores_gemma":[0.00155469,0.0002952905,0.9079052,0.0002794451,0.00001102958,0.00001175833,0.0006050254,0.00006934781,0.00383124,0.004727871,0.08062714,0.00008194213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5854951,0.00004196145,0.001637945,0.001895378,0.0005218916,0.07998611,0.00000696921,0.0000903251,0.3303243],"genre_scores_gemma":[0.8930276,0.000009405202,0.01018516,0.00007929905,0.0005770285,0.0690376,0.00006350598,0.00003093707,0.02698944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3353254,"threshold_uncertainty_score":0.9992715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07708057559287808,"score_gpt":0.531384799077182,"score_spread":0.4543042234843039,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}