{"id":"W2573686165","doi":"10.1371/journal.pone.0170631","title":"Determinants of Cervical Cancer Screening Accuracy for Visual Inspection with Acetic Acid (VIA) and Lugol’s Iodine (VILI) Performed by Nurse and Physician","year":2017,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McGill University; Western University","funders":"Canadian Institutes of Health Research; Cancer Research Society; PATH","keywords":"Medicine; Logistic regression; Health care; Cancer; Nursing; Obstetrics; Gynecology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001705248,0.00020508,0.0001920117,0.0004388169,0.0002254396,0.0005277107,0.0002853963,0.000299919,0.001211382],"category_scores_gemma":[0.01396913,0.0002261222,0.0003244621,0.0003889038,0.0003313696,0.0002976674,0.00034289,0.0002988461,0.0002387463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004679441,"about_ca_system_score_gemma":0.0003641333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01341058,"about_ca_topic_score_gemma":0.01596167,"domain_scores_codex":[0.9987005,0.000691954,0.0001407142,0.0001553591,0.0001731863,0.0001382746],"domain_scores_gemma":[0.9926045,0.003743325,0.002425782,0.000271499,0.0005435096,0.0004113124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001529521,0.000006474394,0.9996141,0.000002458012,0.000007427745,0.00001490795,0.00003252289,0.00003017967,0.00003294935,0.000002719519,0.00001608307,0.0002248891],"study_design_scores_gemma":[0.000001814607,0.00005094721,0.9988976,0.000008508954,0.00001044641,0.000169145,0.0001807531,0.000551062,0.0000705369,0.000007449709,0.00004955749,0.00000220694],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999459,0.0001028132,0.00005463363,0.00004682725,0.000002523642,0.000004228591,0.0001003567,0.000002049976,0.0002275844],"genre_scores_gemma":[0.9998395,0.00002222436,0.00004131274,0.000005501544,0.000001315133,0.000001944869,0.00004927964,4.95985e-7,0.00003835696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01341058,"threshold_uncertainty_score":0.02666503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06240282984822338,"score_gpt":0.3647700775333428,"score_spread":0.3023672476851194,"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."}}