{"id":"W2605743957","doi":"10.14740/gr826w","title":"The Diagnostic Value of Alarm Features for Identifying Types and Stages of Upper Gastrointestinal Malignancies","year":2017,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Dysphagia; Gastroenterology; Internal medicine; Cancer; ALARM; Weight loss; Dysplasia; Endoscopy; Surgery; Obesity","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002117536,0.0003933447,0.0003014854,0.002336237,0.0001963151,0.000660372,0.0004503774,0.0005700872,0.00131447],"category_scores_gemma":[0.01243179,0.0002058601,0.0003150846,0.0007668345,0.0003645312,0.0008375192,0.000573231,0.0004711324,0.0002781211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002104398,"about_ca_system_score_gemma":0.000194946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003728061,"about_ca_topic_score_gemma":0.0006493973,"domain_scores_codex":[0.9987082,0.0004934131,0.0002200567,0.0001401954,0.000292506,0.0001456614],"domain_scores_gemma":[0.9919349,0.003722357,0.002644709,0.0002862197,0.0008444408,0.0005674171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001454737,0.00001261421,0.9969121,0.00001274796,0.00001376073,0.00007213811,0.00001092867,0.0000390202,0.0001698065,0.000007688782,0.00004208031,0.002561578],"study_design_scores_gemma":[0.00001117006,0.0002011757,0.9961219,0.00002858466,0.00006390616,0.001882988,0.00008805208,0.0008315875,0.0004566984,0.00005315173,0.0002538815,0.000006842338],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968961,0.001478231,0.0004277331,0.00005821889,0.00001934116,0.00001891279,0.0002174918,0.000009203768,0.0008748214],"genre_scores_gemma":[0.9990018,0.0001859597,0.0005630244,0.00001273467,0.00002848623,0.000008159708,0.0001491338,0.000001392892,0.00004924436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002336237,"threshold_uncertainty_score":0.0111987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06231709428183466,"score_gpt":0.387170644399458,"score_spread":0.3248535501176233,"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."}}