{"id":"W3154216297","doi":"10.1097/pas.0000000000001709","title":"The CERTAIN Study Results","year":2021,"lang":"en","type":"article","venue":"The American Journal of Surgical Pathology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; H&E stain; Confidence interval; Squamous intraepithelial lesion; Internal medicine; Cervical intraepithelial neoplasia; Pathology; Gastroenterology; Staining; Cervical cancer; 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":[0.01434954,0.0006266867,0.0007420183,0.002817193,0.001382841,0.00314425,0.001362052,0.001614667,0.1436359],"category_scores_gemma":[0.07033642,0.0002979144,0.001432489,0.003555846,0.000999834,0.002116594,0.002131463,0.00157526,0.03119697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001266001,"about_ca_system_score_gemma":0.004343283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002500838,"about_ca_topic_score_gemma":0.003208345,"domain_scores_codex":[0.9858883,0.005176586,0.002110028,0.002949494,0.002767581,0.001107993],"domain_scores_gemma":[0.963175,0.01464656,0.004765984,0.006819232,0.008538621,0.002054462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.004019837,0.0002951632,0.1265936,0.006515998,0.001989329,0.0009222584,0.001628259,0.0002974298,0.001009899,0.03348322,0.526477,0.2967679],"study_design_scores_gemma":[0.0005381808,0.0004174251,0.06844778,0.00231559,0.0008293833,0.001743915,0.001018777,0.0002768179,0.000757276,0.01125603,0.912338,0.0000608899],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06450957,0.02626028,0.02936198,0.03841436,0.01925389,0.004944723,0.1471698,0.001571888,0.6685134],"genre_scores_gemma":[0.5847107,0.01462426,0.021878,0.043787,0.01276325,0.0124076,0.09732115,0.002444197,0.2100638],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1436359,"threshold_uncertainty_score":0.4805101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03655042086486833,"score_gpt":0.3746513572592104,"score_spread":0.3381009363943421,"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."}}