{"id":"W4401638624","doi":"10.1089/bari.2024.0013","title":"Patients with Systemic Sclerosis Seeking Metabolic and Bariatric Surgery: Which Operation to Perform?","year":2024,"lang":"en","type":"article","venue":"Bariatric Surgical Practice and Patient Care","topic":"Systemic Sclerosis and Related Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Multiple sclerosis; Surgery; Intensive care medicine; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000347587,0.0002908017,0.0005253049,0.000388865,0.0002532699,0.0002858419,0.00004452779,0.0001978128,0.00006418533],"category_scores_gemma":[0.0004965833,0.0001927968,0.00009885379,0.001127903,0.00002221634,0.0004881315,0.00007389804,0.0002842428,0.00003992626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008908223,"about_ca_system_score_gemma":0.000243351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001853862,"about_ca_topic_score_gemma":0.000003759966,"domain_scores_codex":[0.997653,0.0002445798,0.0005229387,0.0006306287,0.0006282174,0.0003206491],"domain_scores_gemma":[0.9976047,0.001040319,0.0001231996,0.0002464092,0.000545642,0.0004397041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003017939,0.0005518924,0.5306216,0.002484504,0.001077302,0.0002770382,0.01026215,0.0001733497,0.0001573884,0.0006179836,0.002539253,0.4482195],"study_design_scores_gemma":[0.01413959,0.006194846,0.784818,0.018371,0.01720751,0.00273211,0.03300396,0.004096829,0.0001956446,0.000007899042,0.1161986,0.003034025],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8958928,0.1012611,0.00002477789,0.0004681237,0.0005288388,0.0009561348,0.00003660873,0.0001080561,0.000723516],"genre_scores_gemma":[0.9916454,0.007406663,0.0001445374,0.0002589457,0.0002888218,0.00008274751,0.0001098806,0.00004395442,0.00001904629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4451855,"threshold_uncertainty_score":0.7862026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01443166995163943,"score_gpt":0.2412633314927663,"score_spread":0.2268316615411268,"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."}}