{"id":"W2308951020","doi":"10.1007/978-3-319-04343-2_26","title":"LSG: The Technique","year":2015,"lang":"en","type":"book-chapter","venue":"","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hôpital du Sacré-Cœur de Montréal","funders":"","keywords":"Computer science; Materials science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006320986,0.0006006644,0.0003928034,0.0009585205,0.0008120633,0.002477092,0.0007324667,0.001607199,0.06094232],"category_scores_gemma":[0.001687776,0.0002589036,0.000555949,0.0006775425,0.002308785,0.003028212,0.002557438,0.005183284,0.03614343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009734181,"about_ca_system_score_gemma":0.001611439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001325074,"about_ca_topic_score_gemma":0.003251976,"domain_scores_codex":[0.9997101,0.00006881825,0.00001463865,0.00004264615,0.0001290834,0.00003469949],"domain_scores_gemma":[0.9997637,0.0000970753,0.00001178685,0.00003140733,0.0000447139,0.0000513724],"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":[0.0000164362,0.00001715049,0.0001377377,0.0001492246,0.000005250346,0.0002237359,0.0003227708,0.0001623278,0.0003357223,0.1607388,0.5384246,0.2994663],"study_design_scores_gemma":[0.000004176498,0.000008807057,0.000124936,0.0002031185,0.000003003128,0.0007444032,0.00009028461,0.0001062679,0.0001009044,0.03252489,0.9660813,0.000007850555],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.0009854041,0.02565945,0.03340342,0.02839903,0.01270023,0.00008351196,0.0003247546,0.001108689,0.8973355],"genre_scores_gemma":[0.01241469,0.01621174,0.02224317,0.02151482,0.005818161,0.0001515241,0.0003040326,0.00107254,0.9202693],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.06094232,"threshold_uncertainty_score":0.2038724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05911437625079857,"score_gpt":0.2862057586674354,"score_spread":0.2270913824166368,"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."}}