{"id":"W4405137166","doi":"10.1136/bmjsem-2024-002164","title":"‘Mental heAlth and well-being in rUgby pLayers’ (MAUL) study: an online survey of diverse cohorts of rugby union players internationally","year":2024,"lang":"en","type":"article","venue":"BMJ Open Sport & Exercise Medicine","topic":"Sport Psychology and Performance","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Mental health; Well-being; Psychology; Applied 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004676886,0.0002624276,0.001229265,0.0005123647,0.00006666131,0.00001184204,0.0005130119,0.0001324083,0.001757417],"category_scores_gemma":[0.00002392605,0.0002284988,0.00003484429,0.0005584785,0.0002708674,0.0002965459,0.0001880777,0.0003527458,0.00001856495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006669128,"about_ca_system_score_gemma":0.0001851505,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02438388,"about_ca_topic_score_gemma":0.008630929,"domain_scores_codex":[0.9972768,0.0001552239,0.001175737,0.0006454297,0.000435509,0.0003113383],"domain_scores_gemma":[0.998691,0.00008331546,0.000405786,0.0005220486,0.00009380685,0.0002040518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00250492,0.001016603,0.9423351,0.0001028647,0.0001062799,0.0002681377,0.02923371,0.00001082268,0.00001384908,0.000316676,0.005019727,0.01907128],"study_design_scores_gemma":[0.003483263,0.001353568,0.9772781,0.00137543,0.00004048835,0.00006623241,0.01440608,0.0002101223,0.000006267168,0.00002769448,0.001558938,0.0001937828],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903079,0.0008367947,0.00001239994,0.0005032382,0.001907402,0.002768728,0.0000981222,0.00002802713,0.003537409],"genre_scores_gemma":[0.9958577,0.0005636792,0.00007325555,0.0003672566,0.00009812824,0.0000801619,0.00136874,0.0000329985,0.00155808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03494301,"threshold_uncertainty_score":0.9991551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08789868424484627,"score_gpt":0.4431553506349664,"score_spread":0.3552566663901201,"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."}}