{"id":"W2066135916","doi":"10.1002/cncr.22166","title":"Correlation of cytotechnologists' parameters with their performance in rapid prescreening of papanicolaou smears","year":2006,"lang":"en","type":"article","venue":"Cancer","topic":"Cancer and biochemical research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Papanicolaou stain; Medicine; Gynecology; Pap smears; Obstetrics; Internal medicine; Cervical cancer; Cancer","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007108456,0.00006929696,0.0001098425,0.0000396388,0.00001088795,0.000002549222,0.0001120727,0.0001004624,0.00001367055],"category_scores_gemma":[0.00002441957,0.00005343398,0.00003060758,0.0001548726,0.0001507055,0.000003083892,0.0000394823,0.00008457403,1.797419e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002275265,"about_ca_system_score_gemma":0.00007299811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002812177,"about_ca_topic_score_gemma":0.0001803805,"domain_scores_codex":[0.9994441,0.00001179333,0.000146494,0.000155533,0.00009891731,0.0001432168],"domain_scores_gemma":[0.9996794,0.00001183502,0.00007044409,0.0001633148,0.00005888229,0.00001615717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000596926,0.00003944,0.08394485,0.00006159503,0.00001845533,3.727762e-7,0.00002597991,0.003765216,0.8820255,0.00001772998,0.0001067186,0.02939723],"study_design_scores_gemma":[0.0004048395,0.0002740257,0.04459842,0.00008224851,0.000004247847,8.49322e-7,0.00004292387,0.0006309962,0.9531029,0.00001082758,0.0007742919,0.00007336641],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975353,0.001412831,0.0003450006,0.00002817642,0.00001511858,0.0001269969,0.00002213282,0.000003939064,0.0005105276],"genre_scores_gemma":[0.9992028,0.0004230716,0.0002072497,0.00001091905,0.0000226526,0.00003080675,0.00002326208,0.000007538158,0.00007163287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07107748,"threshold_uncertainty_score":0.2178974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01179037691964046,"score_gpt":0.2477224451381999,"score_spread":0.2359320682185594,"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."}}