{"id":"W4415980019","doi":"10.1016/j.socscimed.2025.118760","title":"Interventions aiming to change multiple healthcare professional behaviors: A systematic review","year":2025,"lang":"en","type":"review","venue":"Social Science & Medicine","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Public Health; Ottawa Hospital; University of Ottawa","funders":"Fundação para a Ciência e a Tecnologia","keywords":"Psychological intervention; Health care; MEDLINE; Health professionals; Public health; Variety (cybernetics); Health services research","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":[],"consensus_categories":[],"category_scores_codex":[0.0055531,0.001708962,0.01036134,0.003476938,0.0007577416,0.002276728,0.001892828,0.002763991,0.005415376],"category_scores_gemma":[0.01814132,0.001047194,0.009004935,0.003593439,0.0008255925,0.001833692,0.001372434,0.002251997,0.0003529761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002401933,"about_ca_system_score_gemma":0.006770649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009208874,"about_ca_topic_score_gemma":0.0274614,"domain_scores_codex":[0.9965295,0.001079453,0.001157736,0.0004267195,0.0006321574,0.0001744323],"domain_scores_gemma":[0.9924814,0.0057073,0.001045594,0.0001444005,0.0004388501,0.0001824686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001034295,0.0002086379,0.0005218245,0.8989047,0.02684999,0.00008136446,0.0001914818,0.0001369782,0.0002056816,0.0001482594,0.0009839535,0.07073285],"study_design_scores_gemma":[0.004640606,0.001249157,0.006491283,0.6689867,0.3033659,0.0002775117,0.0004992563,0.0002162801,0.0004347118,0.0003384821,0.01343217,0.0000678859],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002473313,0.9957482,0.0003104002,0.0001605283,0.0002069647,0.0006785582,0.0001637039,0.00001660394,0.0002418153],"genre_scores_gemma":[0.03175126,0.9646415,0.001644737,0.0007027003,0.0001130665,0.0008262448,0.0001197308,0.000009709222,0.0001911548],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01036134,"threshold_uncertainty_score":0.02936792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3058809259989721,"score_gpt":0.5997806211453088,"score_spread":0.2938996951463367,"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."}}