{"id":"W4243306837","doi":"10.1038/labinvest.2010.13","title":"Cytopathology","year":2010,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Cytopathology; Biology; Medicine; Pathology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001255214,0.0008456789,0.0004979285,0.006013498,0.001515449,0.001416869,0.001238512,0.001485443,0.08205852],"category_scores_gemma":[0.003580192,0.0004638119,0.0008159178,0.001728143,0.000943376,0.0008100168,0.001385746,0.001756682,0.02809356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006158462,"about_ca_system_score_gemma":0.001453906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001058616,"about_ca_topic_score_gemma":0.0016183,"domain_scores_codex":[0.9987765,0.0002649657,0.0001454192,0.0002574511,0.000392083,0.0001636587],"domain_scores_gemma":[0.9979953,0.0003195482,0.0001220348,0.0004918721,0.0008557827,0.000215553],"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":[0.001128657,0.0007419428,0.1052506,0.001972154,0.0002037428,0.03224804,0.001598021,0.0002835687,0.1908196,0.01616281,0.1611528,0.488438],"study_design_scores_gemma":[0.0001254231,0.0003965104,0.05385,0.001372336,0.000163928,0.08043078,0.0008373194,0.0007678341,0.06553052,0.00660948,0.7898411,0.0000747723],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1253416,0.03887132,0.04723768,0.0166283,0.005455795,0.004536376,0.009363525,0.005262213,0.7473032],"genre_scores_gemma":[0.4384814,0.02155388,0.06925887,0.02391523,0.003746112,0.002421713,0.01306407,0.001331538,0.4262272],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9179415,"threshold_uncertainty_score":0.2745131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01574352282505503,"score_gpt":0.3068681092181156,"score_spread":0.2911245863930605,"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."}}