{"id":"W4412594814","doi":"10.1136/bmjsem-2025-002587","title":"Early specialisation in young gymnasts: a mixed methods study protocol","year":2025,"lang":"en","type":"article","venue":"BMJ Open Sport & Exercise Medicine","topic":"Sports injuries and prevention","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; McMaster University; University of Toronto","funders":"Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research","keywords":"Athletes; Psychosocial; Psychology; Popularity; Applied psychology; Anxiety; Mental health; Personality; Clinical psychology; Physical therapy; Medicine; Social psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06817053,0.004901069,0.008998061,0.006116259,0.005913704,0.00534447,0.006108675,0.007025677,0.05084271],"category_scores_gemma":[0.03248775,0.006421492,0.005393784,0.005453197,0.003249926,0.004579728,0.003752662,0.006958383,0.01123017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007596513,"about_ca_system_score_gemma":0.02913051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006983592,"about_ca_topic_score_gemma":0.01285731,"domain_scores_codex":[0.9720404,0.01561436,0.004540168,0.002374305,0.003017801,0.002413073],"domain_scores_gemma":[0.9769672,0.008832014,0.002790499,0.003036048,0.005912605,0.002461595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.1358453,0.09760543,0.02070937,0.1901874,0.003170235,0.007503045,0.05061533,0.01087609,0.01061793,0.03196771,0.09426957,0.3466327],"study_design_scores_gemma":[0.2454634,0.1060307,0.09022345,0.07463467,0.003015456,0.001895729,0.05049103,0.01310099,0.0074559,0.03436105,0.3717039,0.00162371],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001822842,0.0001789683,0.001555374,0.0001072735,0.00007761861,0.9953738,0.0004987016,0.00002481403,0.0003606493],"genre_scores_gemma":[0.0007852737,0.00007854171,0.001871112,0.00009396252,0.00001314741,0.9969414,0.00006911948,0.000002222821,0.0001451968],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06817053,"threshold_uncertainty_score":0.3605245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04692793359187069,"score_gpt":0.4935561373375024,"score_spread":0.4466282037456317,"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."}}