{"id":"W4210836495","doi":"10.2196/32988","title":"Participatory Methods for Systems Modeling of Youth Mental Health: Implementation Protocol","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Blueprint; Mental health; Citizen journalism; Process (computing); Participatory design; Computer science; Process management; Knowledge management; Psychology; Engineering; Parallels; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.04639,0.0001816128,0.0004686643,0.0005610841,0.004547626,0.00003534747,0.0007054906,0.00007256791,0.001124614],"category_scores_gemma":[0.0005966949,0.0001754841,0.00008805892,0.001112006,0.0001236819,0.0002891903,0.000721793,0.001012217,0.00002142581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001309041,"about_ca_system_score_gemma":0.005544251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0012197,"about_ca_topic_score_gemma":0.00004775658,"domain_scores_codex":[0.974888,0.01838077,0.002379227,0.0005993821,0.00173834,0.002014323],"domain_scores_gemma":[0.9955872,0.001623354,0.0008898185,0.0006328539,0.0007726508,0.0004941115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006395624,0.00190675,0.01890315,0.05044419,0.0001592024,0.000001558918,0.4980815,0.004238713,0.00836288,0.03668432,0.3142644,0.06055772],"study_design_scores_gemma":[0.005651056,0.002440305,0.00009214714,0.00051422,0.000001549131,7.646595e-7,0.1043722,0.03447193,0.0001460502,0.000407193,0.8517302,0.0001723422],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0002662746,0.000001866983,0.01252069,0.003038676,0.00005553442,0.982801,0.0009400107,0.00008161424,0.0002943462],"genre_scores_gemma":[0.004045355,1.341953e-7,0.006443452,0.0008902937,0.0001661402,0.9879839,0.00005619761,0.00005255531,0.0003619809],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.5374658,"threshold_uncertainty_score":0.9997885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9598292024117815,"score_gpt":0.865629616411692,"score_spread":0.09419958600008949,"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."}}