{"id":"W3161322392","doi":"10.4236/ojpsych.2021.113011","title":"Promoting Health Behavior Change in Canada: A Quality Improvement Project Integrating Prevention and Wellness in Frontline Care","year":2021,"lang":"en","type":"article","venue":"Open Journal of Psychiatry","topic":"Health, psychology, and well-being","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Canadian Mental Health Association; Dalhousie University; University of Ottawa","funders":"","keywords":"Medicine; Intervention (counseling); Quality management; Health care; Behavior change; Goal setting; Family medicine; Nursing; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004530233,0.0001647929,0.0006185065,0.0001549301,0.000336598,0.000025234,0.0002478314,0.0001336143,0.00006745027],"category_scores_gemma":[0.0001364375,0.0001467879,0.0000464792,0.0003217733,0.00001376463,0.0002965351,0.0001419104,0.001479704,8.105002e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00126487,"about_ca_system_score_gemma":0.01698611,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7686793,"about_ca_topic_score_gemma":0.9895012,"domain_scores_codex":[0.9948352,0.002116736,0.001928481,0.000315627,0.0002539194,0.0005500499],"domain_scores_gemma":[0.9980734,0.000112774,0.001230069,0.0002081779,0.0001878201,0.0001877801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007694948,0.000205792,0.7122524,0.0009884908,0.000009695001,0.00003311059,0.02437851,2.745645e-7,0.00003415539,0.0001910588,0.0002613583,0.2615682],"study_design_scores_gemma":[0.003634685,0.0004628891,0.8390177,0.004829239,0.00001596772,0.00003109518,0.1502166,0.00002611075,0.00001634125,0.000467647,0.001092527,0.0001892093],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979602,0.002936648,0.00003509058,0.01168801,0.002671466,0.002476098,0.00001580019,0.000003866741,0.0005710126],"genre_scores_gemma":[0.9916602,0.0004085813,0.004115017,0.00296911,0.0004823224,0.0002690828,0.00001657234,0.00002551694,0.00005355222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.261379,"threshold_uncertainty_score":0.9885867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09015674535326346,"score_gpt":0.4965461103897307,"score_spread":0.4063893650364672,"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."}}