{"id":"W4309098807","doi":"10.1093/oncolo/oyac235","title":"Comparison of Four Clinical Prognostic Scores in Patients with Advanced Gastric and Esophageal Cancer","year":2022,"lang":"en","type":"article","venue":"The Oncologist","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; University Health Network; University of Toronto; Toronto General Hospital; Princess Margaret Cancer Centre; Public Health Ontario","funders":"University Health Network","keywords":"Medicine; Internal medicine; Cancer; Proportional hazards model; Esophageal cancer; Oncology; Clinical trial; Survival analysis","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002003662,0.0004517356,0.0005454001,0.0009919499,0.0002313299,0.0006076652,0.0002651514,0.0004265147,0.0007934527],"category_scores_gemma":[0.006740429,0.00009763931,0.0006148478,0.0009172623,0.0002687835,0.0004229022,0.0005116891,0.0005128926,0.000169213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004512141,"about_ca_system_score_gemma":0.0003657556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007004618,"about_ca_topic_score_gemma":0.0008421763,"domain_scores_codex":[0.999317,0.0002647953,0.00007853773,0.00007450709,0.0001606017,0.0001045964],"domain_scores_gemma":[0.9963073,0.001577134,0.001212908,0.00009792634,0.000338677,0.0004660886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001343689,0.0000271974,0.992481,0.00001609773,0.00009839189,0.00004157289,0.00002209927,0.0004016606,0.0001070069,0.00002301632,0.0001266609,0.005311526],"study_design_scores_gemma":[0.0001375671,0.001168707,0.9931392,0.00001644585,0.0001750348,0.0004829478,0.0001015613,0.003955601,0.0002127549,0.0002049076,0.0003923497,0.0000129617],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986334,0.0005239915,0.000250912,0.00006876281,0.00001176639,0.00001189982,0.0001707778,0.000005528644,0.0003228051],"genre_scores_gemma":[0.9993194,0.00007835552,0.0002268912,0.00001144582,0.00001408784,0.00001000433,0.0002916808,0.000001117814,0.00004704379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002003662,"threshold_uncertainty_score":0.01059645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05138439056493653,"score_gpt":0.3854788857640811,"score_spread":0.3340944951991446,"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."}}