{"id":"W2072198650","doi":"10.1002/cyto.10065","title":"Increase of sensitivity of sputum cytology using high‐resolution image cytometry: Field study results","year":2002,"lang":"en","type":"article","venue":"Cytometry","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"BC Cancer Agency","keywords":"Sputum; Papanicolaou stain; Lung cancer; Cytology; Medicine; Pathology; Cancer; Stain; Adenocarcinoma; Carcinoma; Tuberculosis; Internal medicine; Gastroenterology; Staining; Cervical cancer","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00054026,0.0001853105,0.0006665853,0.0005732796,0.0000503697,0.00000648815,0.00006312194,0.0001278629,0.0001528168],"category_scores_gemma":[0.0007995274,0.0001619014,0.0001340027,0.001028146,0.0001057243,0.00008463011,0.00009154551,0.0001661188,0.00001689358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002365476,"about_ca_system_score_gemma":0.00004505252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002423729,"about_ca_topic_score_gemma":0.00005440901,"domain_scores_codex":[0.9982983,0.0001969345,0.0005115148,0.0003628008,0.0003674166,0.0002629759],"domain_scores_gemma":[0.9982502,0.0005551777,0.0002838767,0.0005656144,0.0002148877,0.0001301774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001827959,0.008761507,0.9207999,0.0004995554,0.0009053738,0.001195227,0.0007231476,0.00002789886,0.05550946,0.00006727233,0.003997904,0.00568487],"study_design_scores_gemma":[0.009654841,0.00416698,0.8466718,0.0003392225,0.0009850992,0.0001781537,0.000492663,0.002166998,0.1349627,0.00002116906,0.0001059222,0.0002544414],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966077,0.0003994264,0.000569304,0.0003345947,0.000188871,0.0005021312,0.000102507,0.00003595068,0.001259566],"genre_scores_gemma":[0.9978448,0.00007599041,0.001728254,0.000104429,0.0001282455,0.000008601533,0.00001910038,0.00002001609,0.00007058695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0794532,"threshold_uncertainty_score":0.6602147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02928401340430832,"score_gpt":0.3151170485109525,"score_spread":0.2858330351066442,"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."}}