{"id":"W2088416213","doi":"10.1097/01.aog.0000101287.82612.0d","title":"The Quality of Community Colposcopic Practice","year":2004,"lang":"en","type":"article","venue":"Obstetrics and Gynecology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"","keywords":"Medicine; Colposcopy; Cytology; Biopsy; Referral; Gynecology; Sampling (signal processing); Obstetrics; Radiology; Cancer; Pathology; Cervical cancer; Family medicine; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001727033,0.0002265745,0.0002050335,0.001937007,0.0007367174,0.001270242,0.00073414,0.000392591,0.002384724],"category_scores_gemma":[0.01529285,0.000209558,0.0000852289,0.001420051,0.001016681,0.0003696155,0.0007855578,0.0003306737,0.0002769798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004225701,"about_ca_system_score_gemma":0.005206344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4919384,"about_ca_topic_score_gemma":0.4942228,"domain_scores_codex":[0.9966344,0.0009414115,0.0002001899,0.0003353813,0.001442024,0.0004465859],"domain_scores_gemma":[0.9830347,0.0018484,0.004395532,0.0004766203,0.007450517,0.002794156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005367157,0.00003111891,0.9826629,0.00005038315,0.00002589597,0.00008652901,0.0005394333,0.0001464217,0.000140393,0.00002170315,0.0006701932,0.01557138],"study_design_scores_gemma":[0.000004146297,0.00004301723,0.9981159,0.00003245857,0.000004489335,0.0001596619,0.0006404214,0.0003404675,0.00004956577,0.00001447346,0.0005895601,0.0000059156],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941006,0.0007222961,0.0002582388,0.0004291691,0.000009106797,0.00003754256,0.0005890701,0.00002741533,0.003826427],"genre_scores_gemma":[0.9993393,0.0001049902,0.0001779928,0.0000249754,0.000004691924,0.000005360656,0.0001608475,0.000001983201,0.0001798798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4919384,"threshold_uncertainty_score":0.97815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07766698659287036,"score_gpt":0.4188680725980417,"score_spread":0.3412010860051714,"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."}}