{"id":"W3019746384","doi":"10.7326/m18-1468","title":"Ten Principles for More Conservative, Care-Full Diagnosis","year":2018,"lang":"en","type":"article","venue":"Annals of Internal Medicine","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; McGill University","funders":"Economic and Social Research Council","keywords":"Medical school; Medicine; Miller; General hospital; Gerontology; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.07755439,0.001475434,0.001143715,0.002543314,0.007937806,0.01622536,0.00570205,0.02644756,0.02680223],"category_scores_gemma":[0.1326984,0.0009873351,0.002715782,0.001520169,0.01723312,0.013128,0.01140701,0.04639845,0.01786833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01346545,"about_ca_system_score_gemma":0.05421201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01380029,"about_ca_topic_score_gemma":0.01802195,"domain_scores_codex":[0.938695,0.02039267,0.005344443,0.003783903,0.02469333,0.007090734],"domain_scores_gemma":[0.9114485,0.02350205,0.003928288,0.005340676,0.03333844,0.02244196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003625323,0.00007551472,0.0003932344,0.0002605391,0.0000153889,0.0001277352,0.0009229259,0.00009227865,0.00008642,0.06568804,0.8980725,0.03422911],"study_design_scores_gemma":[0.00003479371,0.00004287465,0.000446713,0.001571512,0.00001223693,0.000298388,0.001248162,0.00009367918,0.00008337801,0.03768715,0.9584415,0.00003970048],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003356785,0.007305407,0.003141189,0.9145112,0.0465292,0.00008277297,0.0001467588,0.0001102156,0.02783765],"genre_scores_gemma":[0.01610825,0.01283322,0.01516528,0.8623165,0.0388232,0.0008230992,0.0007426804,0.0003475138,0.05284015],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07755439,"threshold_uncertainty_score":0.4101517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7454024881885127,"score_gpt":0.6220919184252303,"score_spread":0.1233105697632825,"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."}}