{"id":"W2973464817","doi":"10.1097/pas.0000000000000773","title":"Biliary Adenofibroma of Liver","year":2017,"lang":"en","type":"article","venue":"The American Journal of Surgical Pathology","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre","funders":"","keywords":"Comparative genomic hybridization; Pathology; Metastasis; Biology; Fluorescence in situ hybridization; Medicine; Cancer; Chromosome; Gene; Genetics","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":[],"consensus_categories":[],"category_scores_codex":[0.0004282777,0.00009408074,0.000733665,0.00006453787,0.0001141388,0.000007605763,0.000307534,0.00002538975,0.00004214702],"category_scores_gemma":[0.0001374159,0.00004950242,0.0002655028,0.00006051115,0.00161991,0.00005017116,0.000112048,0.0002448943,0.00000744922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000168003,"about_ca_system_score_gemma":0.00005860459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004106284,"about_ca_topic_score_gemma":0.00000243759,"domain_scores_codex":[0.9990737,0.0001260289,0.000348338,0.00009210614,0.000199919,0.000159947],"domain_scores_gemma":[0.9982035,0.0002270433,0.0008865218,0.0004229571,0.0001746551,0.00008532833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01188402,0.0007859399,0.8116596,0.0008376079,0.001584618,0.03910832,0.005086725,0.000005108002,0.02252658,0.0009810885,0.005958216,0.09958218],"study_design_scores_gemma":[0.00122142,0.00235931,0.9807746,0.0002316049,0.0002980873,0.01251636,0.0003883079,0.000003068353,0.0006693121,0.000158694,0.001310609,0.00006858596],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888402,0.00346353,0.00001459753,0.005602226,0.0001316971,0.00006821907,0.000002476665,0.000003928889,0.001873151],"genre_scores_gemma":[0.9974062,0.001686104,0.000227243,0.0002455228,0.0002861553,0.000001241304,2.050439e-7,0.000008773128,0.0001385289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1691151,"threshold_uncertainty_score":0.5968626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0263846737307387,"score_gpt":0.30109143788455,"score_spread":0.2747067641538112,"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."}}