{"id":"W2041867356","doi":"10.1016/s1091-255x(02)00218-4","title":"17","year":2003,"lang":"en","type":"article","venue":"Journal of Gastrointestinal Surgery","topic":"Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Colorectal cancer; Chemotherapy; General surgery; Oncology; Internal medicine; Radiology; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003821321,0.0000922097,0.0003491899,0.0001357077,0.00002565765,0.00001248037,0.00002416272,0.00001247041,0.0004776145],"category_scores_gemma":[0.0006111811,0.00006650976,0.0003213241,0.0001134468,0.00002907367,0.00005814669,0.000004436696,0.000151202,0.00001550548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000109683,"about_ca_system_score_gemma":0.0002938915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005649044,"about_ca_topic_score_gemma":0.000001466769,"domain_scores_codex":[0.9990819,0.00002975834,0.0003930341,0.00007158292,0.0002503135,0.0001734152],"domain_scores_gemma":[0.9989122,0.0003092181,0.000265094,0.00009686888,0.000214204,0.0002024309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000224932,0.0004467408,0.9264101,0.00002104256,0.00005520886,0.00236254,0.000008667536,0.000008500998,0.0006643795,0.00009835891,0.06691144,0.002788091],"study_design_scores_gemma":[0.00195154,0.001815654,0.7708431,0.002143294,0.0003211696,0.1483787,0.0001063722,0.000005258529,0.00406878,0.0002548927,0.06995218,0.0001590073],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912692,0.0009444965,0.0005899015,0.001656892,0.0002848762,0.00006434292,0.000001382495,0.00001080591,0.005178047],"genre_scores_gemma":[0.9916615,0.00008539535,0.007268229,0.0003486672,0.0002322514,0.000001661957,7.601435e-7,0.00001221923,0.0003892872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.155567,"threshold_uncertainty_score":0.5229543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02995207609718129,"score_gpt":0.2725367093755194,"score_spread":0.2425846332783381,"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."}}