{"id":"W4413780633","doi":"10.1136/bmj.r1813","title":"When doctors lose their faith in medicine","year":2025,"lang":"en","type":"editorial","venue":"BMJ","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Faith; Alternative medicine; Medicine; World Wide Web; Data science; Family medicine; Traditional medicine; Computer science; Pathology; Philosophy; Theology","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":[0.007768666,0.002979685,0.002680555,0.003338731,0.003984659,0.008442118,0.003956189,0.02408078,0.007660914],"category_scores_gemma":[0.04187114,0.001626781,0.001863353,0.001588559,0.004037577,0.00627682,0.0018201,0.02743192,0.005605492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004374002,"about_ca_system_score_gemma":0.004820881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003681226,"about_ca_topic_score_gemma":0.007531186,"domain_scores_codex":[0.9924054,0.002265274,0.0009371759,0.0006002194,0.003286228,0.0005057534],"domain_scores_gemma":[0.9738912,0.01650276,0.001239548,0.0005583723,0.004968019,0.002840129],"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":[0.00007333756,0.00002447295,0.00008988925,0.001089095,0.00003818435,0.0002717184,0.0001502851,0.00001532765,0.00005377149,0.0004358771,0.9892347,0.008523406],"study_design_scores_gemma":[0.0001487389,0.0001146323,0.001154646,0.00353414,0.0001063049,0.0006733247,0.0006661488,0.0001273241,0.0001847457,0.001169991,0.9920816,0.00003826493],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0001137594,0.0125638,0.00005443148,0.05797827,0.9278917,0.00002373046,0.00004014123,0.00003844388,0.001295661],"genre_scores_gemma":[0.001461837,0.01390216,0.00007348893,0.04311938,0.9382543,0.00003013559,0.00002737685,0.00002401267,0.003107255],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02408078,"threshold_uncertainty_score":0.04108512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06474453067967154,"score_gpt":0.4824849617817568,"score_spread":0.4177404311020853,"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."}}