{"id":"W4399084043","doi":"10.3389/fpsyt.2024.1297953","title":"Trouble with the curve: the 90–9-1 rule to measure volitional participation inequalities among Royal Canadian Mounted Police cadets during training","year":2024,"lang":"en","type":"article","venue":"Frontiers in Psychiatry","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Canadian Institute for Public Safety Research and Treatment; University of Manitoba; University of Regina","funders":"","keywords":"Mental health; Panic disorder; Cadet; Psychology; Generalized anxiety disorder; Anxiety; Major depressive disorder; Clinical psychology; Test (biology); Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0080171,0.0005694165,0.0006617823,0.00234288,0.0024897,0.002276676,0.002685455,0.00170026,0.003437011],"category_scores_gemma":[0.02905729,0.0004313609,0.001418707,0.002369651,0.001664221,0.00120055,0.002457723,0.001832185,0.001106779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003938528,"about_ca_system_score_gemma":0.006154447,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2953332,"about_ca_topic_score_gemma":0.3268937,"domain_scores_codex":[0.9892499,0.001872306,0.001190827,0.001144878,0.005284345,0.001257731],"domain_scores_gemma":[0.9836437,0.003319083,0.005244898,0.001281361,0.004869124,0.001641806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002723037,0.0001552317,0.9712541,0.0001036929,0.000102292,0.00005425385,0.001455652,0.0005449826,0.000260202,0.0009025716,0.007570365,0.01732435],"study_design_scores_gemma":[0.00002506018,0.0001763107,0.9876601,0.0001627503,0.00002432328,0.00008605557,0.001656961,0.002573355,0.0002062142,0.0006323691,0.006758429,0.00003808538],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9457768,0.0005912548,0.008785116,0.001232779,0.0002126902,0.002901207,0.007708699,0.0001363124,0.03265517],"genre_scores_gemma":[0.976518,0.0002147961,0.01223639,0.000371013,0.00005265281,0.002927043,0.004898566,0.00005454051,0.002726976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7046668,"threshold_uncertainty_score":0.5872284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04102138806544268,"score_gpt":0.3375347396051343,"score_spread":0.2965133515396916,"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."}}