{"id":"W2045442772","doi":"10.2190/hs.44.3.h","title":"Enhancing Physician Engagement: An International Perspective","year":2014,"lang":"en","type":"article","venue":"International Journal of Health Services","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Academy of Medical Royal Colleges","keywords":"Health care; Public relations; Perspective (graphical); Psychology; Nursing; Medical education; Medicine; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005912753,0.0001541005,0.0003610006,0.0003588347,0.0004583482,0.00004701796,0.001030262,0.00008286766,0.0003144288],"category_scores_gemma":[0.0001217405,0.0001418094,0.000104886,0.0001079328,0.00002688224,0.0009412126,0.0001711519,0.0006963767,0.0001392569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008378483,"about_ca_system_score_gemma":0.000416382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003392443,"about_ca_topic_score_gemma":0.001744273,"domain_scores_codex":[0.9953594,0.001609545,0.001502224,0.0002386188,0.000892377,0.0003979016],"domain_scores_gemma":[0.9957157,0.0003174712,0.001797561,0.0002167084,0.001710465,0.0002420356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007521862,0.001360541,0.02380449,0.001962996,0.001274109,0.00005293752,0.1991443,0.0002878989,0.0007048002,0.5944067,0.002359852,0.1738892],"study_design_scores_gemma":[0.002923545,0.0008279279,0.06227313,0.002547793,0.00002618718,0.00001482072,0.2101551,0.0009960071,0.0001012301,0.02900242,0.6907921,0.0003397847],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6599045,0.000931744,0.03209834,0.210871,0.03432088,0.001392704,0.0000863764,0.000219287,0.06017511],"genre_scores_gemma":[0.9439126,0.0002968396,0.002138557,0.04988358,0.003532948,0.00001345918,0.00002631887,0.00002260846,0.0001731153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6884322,"threshold_uncertainty_score":0.578282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07615275652958751,"score_gpt":0.5078953625594139,"score_spread":0.4317426060298264,"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."}}