{"id":"W2090586734","doi":"10.1002/jso.21827","title":"A descriptive analysis of gastric cancer specimen processing techniques","year":2011,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; University of Toronto; Sunnybrook Hospital; University Health Network; Queen's University","funders":"","keywords":"Medicine; Cancer; Descriptive statistics; Internal medicine; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00330085,0.0002660187,0.0006020129,0.004093803,0.0005816879,0.0007017028,0.0005025843,0.0002679535,0.003955682],"category_scores_gemma":[0.01425689,0.0002109665,0.0005328071,0.004472467,0.0006092437,0.0007545415,0.0005320754,0.000374147,0.000371041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001700779,"about_ca_system_score_gemma":0.002606606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01164671,"about_ca_topic_score_gemma":0.01019511,"domain_scores_codex":[0.9965833,0.0003863118,0.0007133409,0.0003393241,0.001567595,0.0004102315],"domain_scores_gemma":[0.9718543,0.01390305,0.006977282,0.0008164281,0.005679619,0.0007692535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004167843,0.0001681595,0.9846709,0.0002174112,0.00004369154,0.0001769526,0.002206296,0.00008900128,0.000611563,0.00007486737,0.0008526057,0.01047168],"study_design_scores_gemma":[0.000009148209,0.0003489742,0.9917092,0.00003898345,0.00002400357,0.0002818117,0.005424422,0.0002759088,0.0002472469,0.00004113494,0.001586611,0.00001245111],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904978,0.000196705,0.0006935628,0.00008355275,0.000008073261,0.0004232895,0.006422374,0.0000383986,0.00163634],"genre_scores_gemma":[0.9938871,0.000223287,0.000925071,0.00005022958,0.00001314397,0.000798753,0.003445252,0.0000181657,0.0006390588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01164671,"threshold_uncertainty_score":0.02315784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06571829462314976,"score_gpt":0.3502629182675454,"score_spread":0.2845446236443956,"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."}}