{"id":"W3020249463","doi":"10.1177/1077558720915112","title":"Understanding Physicians’ Perceptions of Overuse of Health Services in Oncology","year":2020,"lang":"en","type":"article","venue":"Medical Care Research and Review","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto","funders":"Israel National Institute for Health Policy Research","keywords":"Teamwork; Psychological intervention; Medicine; Perception; Quality management; Nursing; MEDLINE; Health care; Family medicine; Service (business); Medical education; Psychology; Business","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01023381,0.00009101534,0.0008326822,0.0001085532,0.0002798764,0.00000236181,0.0002588986,0.0001969478,0.0006949598],"category_scores_gemma":[0.002919439,0.00007043184,0.0000516106,0.000802827,0.0003753364,0.00009910841,0.0002714477,0.001709462,0.00002860111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004841467,"about_ca_system_score_gemma":0.003030839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003004565,"about_ca_topic_score_gemma":0.003762209,"domain_scores_codex":[0.9876121,0.009284532,0.001128127,0.0002705889,0.001153959,0.0005507424],"domain_scores_gemma":[0.9954984,0.002998753,0.0003423203,0.0002149096,0.0004057117,0.000539955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001216254,0.0003251087,0.09653336,0.5254393,0.00004123459,0.0000366936,0.07835487,1.272924e-7,0.00004395776,0.007901159,0.009670845,0.2815317],"study_design_scores_gemma":[0.002374785,0.003343712,0.04540839,0.1660056,0.00003469419,0.000004569137,0.4723236,0.00008847401,0.0000047122,0.001416113,0.308726,0.0002693249],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.07601265,0.4704538,0.0002038627,0.4450104,0.0001802671,0.002988939,0.00007676279,0.00003395829,0.005039358],"genre_scores_gemma":[0.5806229,0.4027706,0.00006994335,0.01633982,0.0001070971,0.00005024243,0.00001929572,0.0000103293,0.00000978638],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5046102,"threshold_uncertainty_score":0.7609323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8983812319432967,"score_gpt":0.6937554023477019,"score_spread":0.2046258295955947,"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."}}