{"id":"W4400026722","doi":"10.1016/j.cpsurg.2024.101549","title":"Metabolic and bariatric surgery: an update from 2010","year":2024,"lang":"en","type":"article","venue":"Current Problems in Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; MEDLINE; General surgery; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001936908,0.0003496699,0.001060188,0.001143874,0.00006553571,0.0001456035,0.00008644835,0.0001893167,0.0004956196],"category_scores_gemma":[0.0004423058,0.0002918881,0.0003264663,0.001312409,0.00008312936,0.0005842354,0.0000832021,0.0006238165,0.000138251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004436439,"about_ca_system_score_gemma":0.0004158178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00024693,"about_ca_topic_score_gemma":0.00002860606,"domain_scores_codex":[0.9972373,0.0002197997,0.0008699858,0.0007543482,0.0003515985,0.000567015],"domain_scores_gemma":[0.9963206,0.00271542,0.0001032074,0.0004761847,0.00005269277,0.0003319033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004162136,0.000207889,0.7275748,0.0004351678,0.00009883515,0.0001279526,0.0002128564,0.000003571014,0.00008696305,0.0004871719,0.02375998,0.2469632],"study_design_scores_gemma":[0.0003693512,0.00001383985,0.6973711,0.0009891067,0.0003800389,0.00008328923,0.00003537006,0.0006834203,0.0002045425,0.003437157,0.295814,0.0006188007],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8288221,0.1581575,0.0001484172,0.001133761,0.01094319,0.0003329599,0.00005384693,0.0003078917,0.0001002964],"genre_scores_gemma":[0.9742941,0.02358865,0.0001302136,0.0002166796,0.001098397,0.00007307929,0.0003820632,0.00006789863,0.0001489424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.272054,"threshold_uncertainty_score":0.9999533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05128529018732293,"score_gpt":0.2966812791113435,"score_spread":0.2453959889240206,"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."}}