{"id":"W2789901176","doi":"10.1002/hep.29789","title":"cHCC‐CCA","year":2018,"lang":"sk","type":"article","venue":"Hepatology","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":331,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"National Institutes of Health","keywords":"Terminology; Medicine; Hepatology; H&E stain; Histopathology; Consensus conference; Pathology; Internal medicine; General surgery; Staining","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001407099,0.0002994203,0.0007015464,0.0001428809,0.0002340353,0.00001593244,0.0001793508,0.0002866828,0.003441151],"category_scores_gemma":[0.0001351032,0.000272132,0.0001747446,0.0002722524,0.0009070502,0.00004874783,0.0001860744,0.000306977,0.00563474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000119786,"about_ca_system_score_gemma":0.0002643176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005007131,"about_ca_topic_score_gemma":0.000756434,"domain_scores_codex":[0.9980317,0.00009431291,0.0003741878,0.0005498137,0.0002013007,0.0007487124],"domain_scores_gemma":[0.9987642,0.00009794764,0.0001067687,0.0005898751,0.0002332731,0.000207933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003002296,0.0001348501,0.8082322,0.0001227579,0.0004454537,0.0004235357,0.002605618,7.755428e-9,0.0004006861,0.002224097,0.1744561,0.01065436],"study_design_scores_gemma":[0.002872939,0.001981031,0.2678993,0.000140802,0.0006522012,0.0007230752,0.0006579207,0.0003211463,0.002397022,0.0004643719,0.7214302,0.0004599418],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7687039,0.02955589,0.00009295306,0.01420545,0.006724628,0.0004076106,0.0000306885,0.0001515654,0.1801273],"genre_scores_gemma":[0.982076,0.0009930896,0.0001672583,0.005249745,0.003808139,0.00002436357,0.00001388679,0.00004082395,0.007626663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5469741,"threshold_uncertainty_score":0.9999731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02457341040018299,"score_gpt":0.3135224742923045,"score_spread":0.2889490638921215,"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."}}