{"id":"W4388759526","doi":"10.1001/jamanetworkopen.2023.43512","title":"Patient-Reported Outcomes, Tumor Markers, and Survival Outcomes in Advanced GI Cancer","year":2023,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute","keywords":"Medicine; Internal medicine; Carcinoembryonic antigen; Colorectal cancer; Cancer; Quality of life (healthcare); Cohort; Gastrointestinal cancer; Depression (economics); Oncology; Anxiety; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007039883,0.0002723131,0.0008454096,0.0001753888,0.0000933722,0.0001301634,0.0002382637,0.0000705895,0.000345155],"category_scores_gemma":[0.0002007098,0.0002195497,0.00009901837,0.0009714325,0.00004510323,0.0002891865,0.0006865724,0.0002562429,0.00003232781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001343993,"about_ca_system_score_gemma":0.00009248921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001624205,"about_ca_topic_score_gemma":0.00154785,"domain_scores_codex":[0.9978399,0.00008337889,0.0005777978,0.0004961214,0.0003854568,0.0006172925],"domain_scores_gemma":[0.9988768,0.0002348017,0.0002187839,0.0004452767,0.00005313808,0.0001712673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005204615,0.00004317965,0.9302429,0.0000475571,0.0002256454,0.0003824967,0.0001037953,0.0002395431,0.000003347526,0.00008839097,0.03029028,0.0378124],"study_design_scores_gemma":[0.00569853,0.0001071283,0.9527472,0.0001811768,0.00009497529,0.000004955953,0.0003657456,0.0003342601,0.000002268516,0.000127332,0.04011446,0.0002219735],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761702,0.0003188365,0.000005154723,0.01277129,0.001154079,0.001717104,0.00001359525,0.0001387903,0.007710902],"genre_scores_gemma":[0.9786927,0.0005316088,0.0005712677,0.00387972,0.000179447,0.0003725981,0.00008020092,0.00005955519,0.01563291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03759043,"threshold_uncertainty_score":0.8952978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02470892743853844,"score_gpt":0.3140834798431403,"score_spread":0.2893745524046019,"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."}}