{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1299073,0.002674265,0.002010893,0.004469733,0.007035204,0.004773301,0.00488566,0.004928865,0.1546128],"category_scores_gemma":[0.1470892,0.003242838,0.00330322,0.005445103,0.003937701,0.003486024,0.00706951,0.008544242,0.01654755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009267014,"about_ca_system_score_gemma":0.05632252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007381469,"about_ca_topic_score_gemma":0.01198566,"domain_scores_codex":[0.9407215,0.04304142,0.006984956,0.002040486,0.004805711,0.002405996],"domain_scores_gemma":[0.8548473,0.07057133,0.006728243,0.02185314,0.04128706,0.004712909],"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":[0.01572992,0.008139324,0.003356565,0.05203112,0.0004881248,0.001244551,0.03366496,0.01325864,0.003546495,0.1055139,0.2789243,0.4841021],"study_design_scores_gemma":[0.03304138,0.00542552,0.009795683,0.03076969,0.000555068,0.0002841983,0.01631305,0.008490928,0.005705772,0.05845879,0.8306713,0.0004885281],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001005645,0.00009316871,0.01877997,0.0005202116,0.0001773501,0.9691776,0.005413848,0.0001932681,0.004639053],"genre_scores_gemma":[0.0007262403,0.00006005698,0.01963574,0.00008171574,0.00000714452,0.9787617,0.0002783949,0.00001223497,0.0004368022],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1546128,"threshold_uncertainty_score":0.6870239,"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."}}