{"id":"W4225152754","doi":"10.3138/canlivj-2022-0012","title":"Checkpoint inhibition in hepatocellular carcinoma: Outsmarting the <i>Squid Game</i>","year":2022,"lang":"en","type":"article","venue":"Canadian Liver Journal","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Montreal General Hospital; William Osler Health System","funders":"","keywords":"Hepatocellular carcinoma; Cancer research; Squid; Immune checkpoint; Immunotherapy; Oncology; Internal medicine; Medicine; Chemistry; Biology; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008661111,0.0001673646,0.0002266716,0.0003584615,0.0005969044,0.00006410988,0.0001051175,0.00005431562,0.001497422],"category_scores_gemma":[0.00004362976,0.0001366075,0.0002053029,0.0004065794,0.00005491444,0.0001009187,0.00005329748,0.0009106012,0.00005054097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001365817,"about_ca_system_score_gemma":0.001036776,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02709412,"about_ca_topic_score_gemma":0.01119884,"domain_scores_codex":[0.9982728,0.0002313868,0.0003798629,0.000209726,0.0003583546,0.0005478526],"domain_scores_gemma":[0.9989929,0.00003558602,0.0001162446,0.0002196075,0.00007023468,0.0005654111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004997495,0.00004788341,0.9779261,0.0000154298,0.00003652478,0.01414329,0.002407835,0.00001268287,0.0007733065,0.00007698723,0.003171517,0.001338502],"study_design_scores_gemma":[0.01101359,0.001947548,0.5925006,0.000261125,0.0007800335,0.03910077,0.0103444,0.03269173,0.01256741,0.0007505702,0.2968048,0.001237471],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887962,0.003019782,0.00001389631,0.005169846,0.0002566612,0.0004266977,0.00001942009,0.00001376458,0.002283709],"genre_scores_gemma":[0.9970997,0.0000416207,0.00004664924,0.001888208,0.0003209967,0.00006021693,0.00003690608,0.00003072387,0.0004749708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3854255,"threshold_uncertainty_score":0.9994153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04297142592283487,"score_gpt":0.2109593460173264,"score_spread":0.1679879200944915,"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."}}