{"id":"W4235078476","doi":"10.1016/s0828-282x(08)70678-0","title":"Part 1 of 3: A snapshot of the cardiovascular medical profession – findings from the 2007 National Physician Survey","year":2008,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Snapshot (computer storage); Medical profession; Family medicine; Medical education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009659478,0.0002796033,0.0004053879,0.002362326,0.0004433026,0.001025512,0.000760866,0.001116282,0.004355226],"category_scores_gemma":[0.00403032,0.0004573327,0.0006162366,0.005443786,0.0002077729,0.001439251,0.001786502,0.0008034323,0.001373168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001417246,"about_ca_system_score_gemma":0.002705439,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2113933,"about_ca_topic_score_gemma":0.3889773,"domain_scores_codex":[0.9988035,0.0001886883,0.0001480762,0.0001435502,0.000375098,0.0003411315],"domain_scores_gemma":[0.9955753,0.0004849457,0.001702199,0.0002078099,0.001126433,0.0009032562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000125742,0.0001192877,0.9519845,0.0002424004,0.00009653938,0.000196707,0.001551698,0.0001516735,0.0009181134,0.0001777296,0.03328464,0.01115097],"study_design_scores_gemma":[0.000001946086,0.000008446304,0.9966804,0.00001621603,0.000007181814,0.00005909721,0.0006261939,0.00002940522,0.00006244492,0.0000100049,0.002494449,0.00000414797],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8244376,0.001795079,0.0006123673,0.00343859,0.0001225128,0.0002320403,0.1603778,0.000088562,0.008895352],"genre_scores_gemma":[0.8421218,0.00321359,0.002197062,0.005709362,0.0002754746,0.0004996303,0.1327819,0.0001088813,0.01309217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7886067,"threshold_uncertainty_score":0.4203257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08655174735902973,"score_gpt":0.2612489539697086,"score_spread":0.1746972066106789,"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."}}