{"id":"W3160734862","doi":"10.3390/jcm10102191","title":"Prognostic Role of Immune Checkpoint Regulators in Cholangiocarcinoma: A Pilot Study","year":2021,"lang":"en","type":"article","venue":"Journal of Clinical Medicine","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Immune system; Oncology; Immune checkpoint; Internal medicine; Malignancy; Cancer; Immunotherapy; Clinical trial; Immunology","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":[0.002928226,0.0002050194,0.00200854,0.0002712093,0.00002649561,0.000004960622,0.0001714271,0.00007660704,0.0001414477],"category_scores_gemma":[0.006750742,0.0001390221,0.0003686057,0.0006118148,0.0002485944,0.0000787069,0.0001032655,0.0008298717,0.000003249942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006012933,"about_ca_system_score_gemma":0.000468343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001038301,"about_ca_topic_score_gemma":0.00008506427,"domain_scores_codex":[0.994925,0.0002662803,0.003488618,0.0002671003,0.0007950386,0.0002579594],"domain_scores_gemma":[0.996651,0.0007941915,0.001088997,0.0004174199,0.0007767662,0.0002716148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001818857,0.003762224,0.9808771,0.0001149267,0.00049463,0.001439664,0.001213899,0.000001067149,0.003414943,0.00002554081,0.0003690175,0.006468129],"study_design_scores_gemma":[0.01351425,0.01893483,0.9586587,0.001145524,0.0007045723,0.0005053406,0.005052083,0.00001747246,0.0006986427,0.0001992682,0.0004675496,0.0001017822],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9756268,0.01735799,0.000005184948,0.003989345,0.0007128888,0.0003573878,0.000001735365,0.000008486836,0.001940133],"genre_scores_gemma":[0.9976211,0.000483375,0.0002220335,0.0002542212,0.001253161,0.000006168131,0.000003101446,0.00002330445,0.0001335106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02221841,"threshold_uncertainty_score":0.8081756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07568132942377868,"score_gpt":0.3860617396107989,"score_spread":0.3103804101870202,"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."}}