{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001778948,0.0000503875,0.00008632305,0.00005543447,0.00004428893,0.00001121642,0.00003952839,0.00008950423,0.002075493],"category_scores_gemma":[0.0002582571,0.00004427937,0.00001721035,0.0002556019,0.0001561105,0.00006130553,0.0000141152,0.0003296713,0.0002199004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001747432,"about_ca_system_score_gemma":0.0002352532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009137982,"about_ca_topic_score_gemma":0.00004595244,"domain_scores_codex":[0.9994766,0.00002382333,0.00009389517,0.0001283351,0.0001557311,0.0001216111],"domain_scores_gemma":[0.9993411,0.00002072108,0.00001899662,0.0001887341,0.0002519449,0.0001785107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00004451154,0.00002758469,0.1510507,0.00005481013,0.000005874751,0.00002777147,0.0001756008,3.042074e-7,0.8236063,0.01406429,0.003158296,0.007783921],"study_design_scores_gemma":[0.0006010893,0.0001125465,0.8212039,0.000003237806,0.00001480006,0.0000167769,0.00002431156,0.00008132628,0.1286991,0.002785858,0.04638268,0.00007434393],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802331,0.00003400456,0.00002096142,0.002477559,0.0002326578,0.0001191619,0.000006522543,0.00007091127,0.01680509],"genre_scores_gemma":[0.9956338,0.000004513916,0.0009626908,0.002722763,0.000373333,0.00001876056,0.00002511455,0.000009518265,0.0002494419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6949072,"threshold_uncertainty_score":0.9988368,"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."}}