{"id":"W2153276987","doi":"10.1002/dc.21167","title":"ASC/SIL ratio for cytotechnologists: A survey of its utility in clinical practice","year":2009,"lang":"en","type":"article","venue":"Diagnostic Cytopathology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Nuclear medicine; Squamous intraepithelial lesion; Internal medicine; Cancer; Cervical intraepithelial neoplasia; Cervical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01485039,0.0003171757,0.0005350484,0.005642861,0.0003621931,0.001633035,0.0009352976,0.0009818765,0.001247584],"category_scores_gemma":[0.07503675,0.0002898457,0.0004734719,0.004224103,0.001211696,0.001209195,0.001211762,0.0005722975,0.0007598473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001204881,"about_ca_system_score_gemma":0.0008530847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001023349,"about_ca_topic_score_gemma":0.0008914665,"domain_scores_codex":[0.9822854,0.006087433,0.003325005,0.002181752,0.005711284,0.0004091193],"domain_scores_gemma":[0.9277838,0.0300072,0.02189636,0.00273788,0.01515102,0.002423691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001185437,0.00002780943,0.9749846,0.000109908,0.00006266384,0.00006249858,0.0002862285,0.0001233048,0.0007697701,0.0000688475,0.0004155053,0.02297018],"study_design_scores_gemma":[0.00001273015,0.0005960515,0.9906648,0.000120343,0.00007511493,0.002028785,0.0009200432,0.00162303,0.001686864,0.0001651346,0.002078151,0.00002889969],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798536,0.009066066,0.004431969,0.001021884,0.00005561806,0.0001103892,0.0006103985,0.0002214456,0.004628613],"genre_scores_gemma":[0.9949284,0.001528152,0.002778,0.0002011001,0.00004355756,0.00005163869,0.0003068929,0.00002525143,0.0001370826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01485039,"threshold_uncertainty_score":0.07853734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1146367059134834,"score_gpt":0.4657217522810922,"score_spread":0.3510850463676087,"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."}}