{"id":"W4281653001","doi":"10.1016/j.jhep.2022.01.004","title":"Surgical treatment of intrahepatic cholangiocarcinoma","year":2022,"lang":"en","type":"article","venue":"Journal of Hepatology","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Intrahepatic Cholangiocarcinoma; Medicine; General surgery; Internal medicine","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":[0.0001432442,0.0001054189,0.0006690028,0.0002081434,0.00006614984,0.000002134066,0.00008369513,0.00003339327,0.0004101292],"category_scores_gemma":[0.0000218223,0.00007830798,0.0003195363,0.0001572404,0.00007591623,0.00002692445,0.00004410568,0.0001510519,0.000002517074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002267996,"about_ca_system_score_gemma":0.0002186003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000601728,"about_ca_topic_score_gemma":0.000008257894,"domain_scores_codex":[0.9988797,0.0001022928,0.0004876084,0.0001001739,0.0002607013,0.000169505],"domain_scores_gemma":[0.9992464,0.0001036035,0.0002994956,0.0001486454,0.0001140061,0.00008784165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001084131,0.0006049095,0.9854919,0.00002826156,0.0004367935,0.002620794,0.000964026,0.000005834413,0.0005083735,0.0001134143,0.001797964,0.006343537],"study_design_scores_gemma":[0.0167378,0.02710385,0.727294,0.00003832771,0.001331036,0.06599788,0.001475673,0.0001252961,0.005308098,0.0003024796,0.1540139,0.0002716587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849467,0.01097919,0.000006337568,0.002123027,0.0004335567,0.0001033538,0.000006195874,0.00000585399,0.001395774],"genre_scores_gemma":[0.9989125,0.0003385582,0.0002342331,0.0001295389,0.0001994765,0.000009455674,0.000003274239,0.00001066754,0.0001623263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.258198,"threshold_uncertainty_score":0.4490628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02519393524434226,"score_gpt":0.2900783887412164,"score_spread":0.2648844534968742,"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."}}