{"id":"W4239129554","doi":"10.1002/bjs.6223","title":"The Society of Academic and Research Surgery","year":2008,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Cancer, Lipids, and Metabolism","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; General surgery; Library science; Surgery","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":[0.002595044,0.0000638917,0.0002524294,0.00004711231,0.0002287691,0.00001881409,0.0001185982,0.0001294341,0.000004934227],"category_scores_gemma":[0.0006150167,0.00005792288,0.0003747834,0.0001242567,0.0004573216,0.000009459755,0.00006499892,0.0003622508,3.519246e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006381448,"about_ca_system_score_gemma":0.0004506224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005750705,"about_ca_topic_score_gemma":0.000006388066,"domain_scores_codex":[0.9987023,0.0001585125,0.000455203,0.0001116677,0.0003239112,0.0002484424],"domain_scores_gemma":[0.9988,0.0004664469,0.0002197936,0.0001089306,0.0003045604,0.0001002248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008252102,0.0000236977,0.02289393,0.00002711603,0.00008585768,0.000004409147,0.00005216632,0.000001133341,0.05499227,0.000004161712,0.8525799,0.06925287],"study_design_scores_gemma":[0.0002218803,0.00002584889,0.1171212,0.0001749647,0.00001460223,0.005024976,0.0002220434,0.00000130283,0.01846944,0.00007294227,0.8585342,0.0001166146],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8905589,0.1069094,0.00002139997,0.0002718217,0.002123642,0.00003198666,0.00000839413,0.000001330949,0.00007306477],"genre_scores_gemma":[0.6215914,0.3717952,0.00004238221,0.00009172117,0.006179522,0.000001706003,0.000002765648,0.0000111793,0.0002841599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2689675,"threshold_uncertainty_score":0.2362026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06564807507885458,"score_gpt":0.3107796679605129,"score_spread":0.2451315928816583,"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."}}