{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002381156,0.0002480501,0.0003373594,0.000798146,0.0003005668,0.0006282611,0.0002932196,0.000377932,0.001060321],"category_scores_gemma":[0.00662524,0.0001144862,0.0004658694,0.00145021,0.0002355554,0.0005965235,0.0004887086,0.0006241537,0.0001439276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003857829,"about_ca_system_score_gemma":0.0003154336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002697173,"about_ca_topic_score_gemma":0.004336889,"domain_scores_codex":[0.9990892,0.0004438116,0.0001193445,0.0001174022,0.0001496524,0.00008050554],"domain_scores_gemma":[0.9958103,0.0009661193,0.002374949,0.0001492674,0.0003282301,0.0003711914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001474399,0.00004717463,0.9972461,0.00003076053,0.00005826278,0.00001593414,0.00003566525,0.00009464064,0.00003306988,0.00001168654,0.0001787678,0.002100429],"study_design_scores_gemma":[0.00001039831,0.0002032038,0.9990963,0.00001578669,0.00003717543,0.00005504803,0.00004249233,0.0002320107,0.00003103677,0.00002741382,0.0002451436,0.000004029465],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949338,0.001400435,0.0001857321,0.0002922834,0.00002126361,0.00002828851,0.002193898,0.000008428279,0.0009360867],"genre_scores_gemma":[0.9975177,0.0002771328,0.0001664123,0.00007543011,0.00002805169,0.00004296042,0.001737344,0.000002031211,0.000152866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002697173,"threshold_uncertainty_score":0.01259291,"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."}}