{"id":"W2978821325","doi":"10.1093/annonc/mdz253.081","title":"Predictive markers of checkpoint inhibitor activity in adult metastatic solid tumours","year":2019,"lang":"en","type":"article","venue":"Annals of Oncology","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Canada's Michael Smith Genome Sciences Centre; BC Cancer Agency","funders":"","keywords":"Medicine; Internal medicine; Oncology; Cancer; Population","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000467988,0.0003052011,0.0004178831,0.0007174464,0.0002021368,0.0008332792,0.0002468685,0.0004426944,0.001168329],"category_scores_gemma":[0.002637385,0.0001227473,0.0002061051,0.0007810005,0.0001828651,0.0003665097,0.000288931,0.0007037423,0.0004185642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002653393,"about_ca_system_score_gemma":0.0002291188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005869693,"about_ca_topic_score_gemma":0.001269461,"domain_scores_codex":[0.9997774,0.00004276909,0.00003368038,0.00003611221,0.00006618782,0.00004388923],"domain_scores_gemma":[0.9985435,0.0004296832,0.0005893583,0.00005251676,0.0001748203,0.0002100839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008913451,0.00004949198,0.9794434,0.0000434043,0.00004175719,0.0002381195,0.00003850053,0.0003648457,0.001791339,0.00008701841,0.0005760945,0.01643459],"study_design_scores_gemma":[0.00002801804,0.0006833877,0.9883009,0.00004251058,0.000118803,0.002238302,0.0001384993,0.002031503,0.003458301,0.0002461949,0.002703169,0.00001040463],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883263,0.005567309,0.0007917394,0.0003204529,0.00004579281,0.00002401028,0.001285067,0.00006205347,0.003577354],"genre_scores_gemma":[0.9979248,0.0005220455,0.0003679149,0.00006229636,0.000044569,0.000009662144,0.0006836631,0.000004481836,0.0003804556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001168329,"threshold_uncertainty_score":0.003908515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03923683838714401,"score_gpt":0.363956153621469,"score_spread":0.324719315234325,"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."}}