{"id":"W4235317752","doi":"10.1038/sj.labinvest.3700608","title":"Cytopathology","year":2006,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Cytopathology; Pathology; Medicine; Cytology","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":[0.0003537096,0.000550846,0.0003007935,0.001566591,0.0004971014,0.000995586,0.0004023049,0.0007779462,0.02854719],"category_scores_gemma":[0.001082273,0.0001666965,0.000342968,0.0006475161,0.0007952831,0.0006007116,0.0006372444,0.0009079467,0.01125029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007834052,"about_ca_system_score_gemma":0.0004554014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007384282,"about_ca_topic_score_gemma":0.0005879169,"domain_scores_codex":[0.9996196,0.00008270288,0.00003663015,0.00008885391,0.00009428037,0.00007802972],"domain_scores_gemma":[0.9995087,0.00007615479,0.0001155311,0.0001124224,0.0001120685,0.00007502712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00227447,0.0005393781,0.1454669,0.001944816,0.0002190085,0.1288301,0.0008641146,0.0005259265,0.1519238,0.03586764,0.07689663,0.4546472],"study_design_scores_gemma":[0.0002149769,0.0005130204,0.101696,0.0008356633,0.00009690999,0.5054899,0.0004599849,0.0008462645,0.02079048,0.009270911,0.3597477,0.00003819059],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3835925,0.08685246,0.02223562,0.007896389,0.003368104,0.001318642,0.00372106,0.001934953,0.4890803],"genre_scores_gemma":[0.8944011,0.0124942,0.003376897,0.004213321,0.0009516187,0.0002419756,0.002480462,0.0001445363,0.08169595],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02854719,"threshold_uncertainty_score":0.09549987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01439702741389696,"score_gpt":0.2796435519375771,"score_spread":0.2652465245236801,"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."}}