{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00389363,0.000133023,0.0006780668,0.00015197,0.00003095468,0.000006919158,0.0001811892,0.0003511195,0.0002643167],"category_scores_gemma":[0.1513062,0.0001189747,0.000111706,0.0004348107,0.0002416795,0.00006479114,0.00006396342,0.0005475011,0.00002519991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006513087,"about_ca_system_score_gemma":0.0003374392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001808044,"about_ca_topic_score_gemma":0.0006625094,"domain_scores_codex":[0.9976985,0.0004375672,0.0008033495,0.0004401724,0.0002344667,0.0003859392],"domain_scores_gemma":[0.9866059,0.01187691,0.0001488217,0.000465809,0.0007808778,0.0001216214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005418587,0.003307609,0.6441355,0.000275203,0.00003037437,0.0008039671,0.0002108034,0.00000490581,0.0004067606,0.003743876,0.002151996,0.3395104],"study_design_scores_gemma":[0.002943896,0.002573005,0.9899478,0.00002943658,0.00004527454,0.00008005124,0.000060946,0.0003276711,0.0008023561,0.0006426712,0.002449791,0.0000971043],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9660637,0.005387598,0.006031045,0.01075062,0.0003734761,0.002736171,0.0002258695,0.000112011,0.008319444],"genre_scores_gemma":[0.9962113,0.001090146,0.0009461429,0.001439735,0.00009098751,0.00008299975,0.00008140867,0.00001048111,0.00004673708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3458123,"threshold_uncertainty_score":0.8558426,"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."}}