{"id":"W4391687326","doi":"10.2196/51667","title":"Using a Rapid Learning Health System for Stratified Care in Emerging Adult Mental Health Services: Protocol for the Implementation of Patient-Reported Outcome Measures","year":2024,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary","funders":"","keywords":"Protocol (science); Mental health; Health care; Medicine; Outcome (game theory); Stratified sampling; Health services; Medical education; Nursing; Psychology; Psychiatry; Environmental health; Alternative medicine; Population","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.07589472,0.002868218,0.003024108,0.003552631,0.005735362,0.002725496,0.003967794,0.004472839,0.04547403],"category_scores_gemma":[0.05170136,0.002547613,0.003385096,0.003652159,0.002510481,0.002991334,0.003358772,0.006547771,0.01115612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009710054,"about_ca_system_score_gemma":0.04516222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006112694,"about_ca_topic_score_gemma":0.01128865,"domain_scores_codex":[0.9553584,0.02973046,0.007528835,0.001755792,0.002885024,0.002741466],"domain_scores_gemma":[0.9402999,0.01581375,0.007110247,0.008485989,0.02504772,0.003242368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.08832268,0.04527277,0.01447118,0.04584698,0.0008729168,0.001863092,0.0146076,0.01148906,0.008409616,0.03195753,0.3283499,0.4085367],"study_design_scores_gemma":[0.1419207,0.03275189,0.05861419,0.02896742,0.0006673354,0.0005496698,0.008892928,0.01420254,0.01190338,0.01535626,0.6849909,0.001182846],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001072852,0.0000350648,0.002567698,0.0001753257,0.0000707774,0.9933564,0.001573906,0.00006322074,0.001084826],"genre_scores_gemma":[0.000623095,0.00003262846,0.003990172,0.00006661491,0.00000719688,0.9948755,0.0002254867,0.000004081338,0.0001752876],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.07589472,"threshold_uncertainty_score":0.4013745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3972775199537885,"score_gpt":0.6593819649467842,"score_spread":0.2621044449929957,"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."}}