{"id":"W2889417094","doi":"10.22374/cjgim.v13i3.315","title":"2018: No Better Time to be a General Internist in Canada","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of General Internal Medicine","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.003378017,0.00041646,0.0007105285,0.00107144,0.02304934,0.00878833,0.003038242,0.005789606,0.03952796],"category_scores_gemma":[0.009662475,0.0006888026,0.0007048153,0.002221187,0.004667014,0.003173262,0.006074429,0.01254163,0.00317557],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09292056,"about_ca_system_score_gemma":0.3270164,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9765297,"about_ca_topic_score_gemma":0.9945679,"domain_scores_codex":[0.992853,0.0004609449,0.0002101545,0.0006913393,0.001774915,0.004009624],"domain_scores_gemma":[0.9466388,0.0006029681,0.0007402544,0.0001915972,0.006127594,0.04569889],"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":[0.0001481876,0.0001291909,0.02457522,0.0004073996,0.00004431985,0.001839494,0.007086583,0.0001264001,0.0005581971,0.01575106,0.9043407,0.0449933],"study_design_scores_gemma":[0.00009343901,0.0001185777,0.05902351,0.00149253,0.0000339849,0.000791514,0.04554281,0.0001910447,0.0001359317,0.002085774,0.8903447,0.0001461726],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04367128,0.01397203,0.0004093997,0.8348996,0.0219788,0.0001197506,0.002010321,0.0001378701,0.08280103],"genre_scores_gemma":[0.3160592,0.02239739,0.002653806,0.506847,0.00487775,0.0001630889,0.002092683,0.0004827057,0.1444263],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9070795,"threshold_uncertainty_score":0.674189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01884317927414448,"score_gpt":0.275430218051874,"score_spread":0.2565870387777295,"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."}}