{"id":"W2734556304","doi":"10.7326/l17-0140","title":"Rethinking How to Measure the Appropriateness of Cervical Cancer Screening","year":2017,"lang":"en","type":"letter","venue":"Annals of Internal Medicine","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine; Gerontology; Cervical cancer; Cancer; Health care; Cancer screening; Quality assurance; Test (biology); Pathology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3583818,0.00196766,0.004010764,0.01558161,0.002828575,0.01907876,0.009278843,0.008039068,0.01015289],"category_scores_gemma":[0.7471904,0.001728405,0.00454848,0.01282669,0.007820345,0.02322149,0.00913511,0.01489724,0.009721202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01408385,"about_ca_system_score_gemma":0.02640028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01936967,"about_ca_topic_score_gemma":0.03013106,"domain_scores_codex":[0.5841085,0.26564,0.07194445,0.008692638,0.06587884,0.00373555],"domain_scores_gemma":[0.2089574,0.5048277,0.03953892,0.03162991,0.2072763,0.007769871],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003258348,0.0001327598,0.02244536,0.01312025,0.001280423,0.0001796279,0.003652784,0.0007789046,0.000293367,0.01471218,0.415448,0.5276305],"study_design_scores_gemma":[0.0007411561,0.0006220971,0.03648154,0.1048466,0.002228998,0.0008047997,0.0093103,0.002845962,0.002189324,0.08887947,0.7501259,0.0009238657],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006708553,0.1437624,0.03058959,0.7415021,0.0297486,0.001947263,0.003792768,0.001004769,0.040944],"genre_scores_gemma":[0.2265192,0.1687068,0.2174901,0.3343239,0.02531009,0.008887291,0.005885102,0.002122888,0.01075463],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.6416181,"threshold_uncertainty_score":0.7912294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7746799321149616,"score_gpt":0.5850458656968996,"score_spread":0.1896340664180619,"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."}}