{"id":"W4399463255","doi":"10.12927/hcq.2024.27322","title":"Commentary: Engagement for Research and Quality Improvement – More Than Just Words","year":2024,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"CARE Canada","funders":"","keywords":"Quality management; Psychological intervention; Bridge (graph theory); Key (lock); Employee engagement; Work engagement; Quality (philosophy); Work (physics); Psychology; Nursing; Medical education; Knowledge management; Medicine; Computer science; Public relations; Political science; Operations management; Epistemology; Engineering","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":[0.0464939,0.002421458,0.003715922,0.002943928,0.01228498,0.01333508,0.01190232,0.08697142,0.01298709],"category_scores_gemma":[0.2627933,0.001790946,0.003439772,0.003339317,0.02338461,0.01928321,0.008977115,0.1150169,0.009465037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02056426,"about_ca_system_score_gemma":0.04116609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02696113,"about_ca_topic_score_gemma":0.02622156,"domain_scores_codex":[0.9336393,0.03363579,0.006497846,0.005616299,0.0167074,0.003903373],"domain_scores_gemma":[0.6369979,0.2714711,0.01134275,0.005517595,0.06158746,0.01308317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003407739,0.000007341189,0.00002320017,0.0004099963,0.00002041099,0.0001048399,0.0006138366,0.00002896983,0.00003780605,0.002015311,0.9941581,0.002546033],"study_design_scores_gemma":[0.000121701,0.00004774869,0.0001906648,0.005135354,0.00007033479,0.000373833,0.002011792,0.0002150303,0.0002041573,0.01243044,0.9790878,0.0001111443],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00003175419,0.001866105,0.000105468,0.9432328,0.05439638,0.0000134565,0.00003899297,0.00001670235,0.0002982958],"genre_scores_gemma":[0.0009659711,0.001605101,0.0002383402,0.9597991,0.03613696,0.00007860486,0.00002267383,0.00003411092,0.001119113],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08697142,"threshold_uncertainty_score":0.2458862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5297032586383641,"score_gpt":0.5749815472524816,"score_spread":0.04527828861411753,"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."}}