{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005495364,0.000463002,0.0003092442,0.0006233375,0.0002848029,0.000411125,0.0004079326,0.0005780589,0.001074436],"category_scores_gemma":[0.003980131,0.0002564682,0.0004143039,0.0002203335,0.0005276187,0.0003281294,0.0002760621,0.0003302963,0.0004180837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002803665,"about_ca_system_score_gemma":0.0001909003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007716494,"about_ca_topic_score_gemma":0.0005313643,"domain_scores_codex":[0.9971872,0.001533376,0.0001048533,0.0007146304,0.0003474539,0.0001124943],"domain_scores_gemma":[0.9945045,0.003131913,0.0004362945,0.0005181553,0.001085014,0.0003241092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007258154,0.003322043,0.5529264,0.0002856095,0.0005026509,0.0005226314,0.001579306,0.001237049,0.3840145,0.0002646686,0.0009492249,0.04713782],"study_design_scores_gemma":[0.0004642234,0.01587349,0.8584143,0.00004058428,0.0003859846,0.002369904,0.0003275807,0.003979172,0.1141877,0.0004019615,0.003488231,0.00006687835],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941532,0.000452515,0.0036668,0.00005082947,0.00001939208,0.0001371526,0.00009351734,0.00004895938,0.001377563],"genre_scores_gemma":[0.9974082,0.00008250379,0.00180266,0.00006762355,0.00002051615,0.00004793948,0.0001405962,0.000007711235,0.0004221288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005495364,"threshold_uncertainty_score":0.02906263,"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."}}