{"id":"W4403501045","doi":"10.3389/frhs.2024.1405426","title":"Participatory logic model for a precision child and youth mental health start-up: scoping review, case study, and lessons learned","year":2024,"lang":"en","type":"article","venue":"Frontiers in Health Services","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; Agricultural Research Institute of Ontario; University of Ottawa","funders":"","keywords":"Logic model; Stakeholder; Citizen journalism; Stakeholder engagement; Process management; Theory of change; Knowledge management; Participatory evaluation; Computer science; Management science; Engineering; Political science; Sociology; Public relations","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2012246,0.001314154,0.001954369,0.01031101,0.009414786,0.01457534,0.006044848,0.005971487,0.004088012],"category_scores_gemma":[0.1780924,0.001523405,0.002901931,0.01612487,0.009658984,0.0162876,0.01184091,0.005194324,0.0008612449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02484941,"about_ca_system_score_gemma":0.08740286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01137471,"about_ca_topic_score_gemma":0.02160314,"domain_scores_codex":[0.7891297,0.1710857,0.0138429,0.004730727,0.01762713,0.003583832],"domain_scores_gemma":[0.7729656,0.1872053,0.007134255,0.009512355,0.02102781,0.002154729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003127643,0.0005679353,0.00535788,0.07249694,0.0004776305,0.005481563,0.2040396,0.009922694,0.002554412,0.2682962,0.03153477,0.3989575],"study_design_scores_gemma":[0.0004608914,0.0009337441,0.003492258,0.1549807,0.0008223937,0.002397477,0.2651466,0.01327705,0.003862132,0.1710694,0.3831709,0.0003864754],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09539241,0.110078,0.4333633,0.1545817,0.003462303,0.08343573,0.001513632,0.0007662296,0.1174068],"genre_scores_gemma":[0.3980994,0.05268789,0.4685569,0.007371082,0.0002333297,0.06400012,0.0008382567,0.0001991281,0.008013812],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2012246,"threshold_uncertainty_score":0.9850323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6042109262470516,"score_gpt":0.6487333339817156,"score_spread":0.04452240773466398,"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."}}