{"id":"W4234505256","doi":"10.1101/2020.03.17.20037440","title":"Challenges of false positive and negative results in cervical cancer screening","year":2020,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Colposcopy; Medicine; False positive paradox; Confidence interval; Triage; Cervical cancer; Obstetrics; Cervical screening; Population; Gynecology; Cervix; Referral; Cancer; Internal medicine; Emergency medicine; Statistics; Family 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":[0.03069457,0.001360813,0.001459379,0.001360948,0.0008507537,0.004726776,0.002096648,0.004533677,0.001538417],"category_scores_gemma":[0.1363946,0.001609786,0.001663626,0.0008459445,0.003377885,0.003146942,0.001817457,0.002181229,0.0003521387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005550435,"about_ca_system_score_gemma":0.003054924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02074218,"about_ca_topic_score_gemma":0.009693602,"domain_scores_codex":[0.9723434,0.02139962,0.0007026553,0.002101287,0.002434725,0.00101822],"domain_scores_gemma":[0.7978871,0.1836215,0.01043177,0.002590995,0.004585997,0.0008826536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0004871815,0.0000821528,0.0585815,0.000301762,0.0002453766,0.000603358,0.0004122751,0.9102442,0.0006652857,0.009998228,0.001259103,0.01711962],"study_design_scores_gemma":[0.00008373158,0.0004303436,0.01719813,0.0002763115,0.0001551171,0.000887353,0.0003145463,0.9395397,0.001098918,0.03833531,0.001565472,0.0001150134],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7562727,0.006391955,0.1948997,0.02012976,0.0005244638,0.0004501898,0.001553378,0.0007906293,0.01898728],"genre_scores_gemma":[0.9912661,0.0003391518,0.007108964,0.0004206162,0.00003379489,0.00007113504,0.00007987393,0.00002027246,0.0006600359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03069457,"threshold_uncertainty_score":0.1623303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1170076682605817,"score_gpt":0.3873692778841648,"score_spread":0.2703616096235831,"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."}}