{"id":"W2096087488","doi":"10.1309/ajcpxang59gphjnu","title":"ASC/SIL Ratio for Cytotechnologists","year":2009,"lang":"en","type":"article","venue":"American Journal of Clinical Pathology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Squamous intraepithelial lesion; Gynecology; Internal medicine; Cervical intraepithelial neoplasia; Cancer; 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":[0.01368718,0.0006948824,0.0007729852,0.004267016,0.0006741047,0.002294543,0.0008233633,0.0007310462,0.005847773],"category_scores_gemma":[0.03916061,0.000349096,0.0009364064,0.001924612,0.0008957637,0.0008242131,0.001294419,0.001010742,0.002418605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001495834,"about_ca_system_score_gemma":0.0008239587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001323459,"about_ca_topic_score_gemma":0.001337563,"domain_scores_codex":[0.9855283,0.004407824,0.00220394,0.001440151,0.005822146,0.0005976174],"domain_scores_gemma":[0.9706064,0.01147347,0.006092266,0.003152594,0.007774835,0.000900451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001687085,0.0001031404,0.8838307,0.0004050218,0.0002917891,0.0003331755,0.0004876614,0.001302285,0.006949652,0.002805433,0.005472362,0.0963318],"study_design_scores_gemma":[0.0001688202,0.001580813,0.864558,0.0003565058,0.0006488248,0.008498787,0.0008719335,0.0211447,0.04853516,0.006849241,0.04661762,0.0001695887],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8175473,0.0144067,0.08995258,0.002004492,0.0009940434,0.001214394,0.005820129,0.002191851,0.06586842],"genre_scores_gemma":[0.9634522,0.000632822,0.0299142,0.0005247365,0.0001511075,0.000384256,0.001766232,0.0001267911,0.003047658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01368718,"threshold_uncertainty_score":0.07238561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1003548079228112,"score_gpt":0.5124012249130978,"score_spread":0.4120464169902865,"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."}}