{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004654308,0.000313757,0.0004356127,0.0005009491,0.001083784,0.00087785,0.0002970687,0.00115339,0.002379255],"category_scores_gemma":[0.00151472,0.0001576614,0.0003488619,0.0006361212,0.0006213511,0.000665906,0.000395157,0.000804148,0.0005339879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003558314,"about_ca_system_score_gemma":0.0007334352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008411246,"about_ca_topic_score_gemma":0.002381183,"domain_scores_codex":[0.9997056,0.00006361778,0.00003593627,0.00003567634,0.0000426316,0.0001164215],"domain_scores_gemma":[0.9993069,0.000144095,0.0002051086,0.00001286286,0.00005390156,0.0002771189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003389522,0.0002024844,0.9567032,0.00008577131,0.00003558461,0.01613254,0.0004756206,0.0001612132,0.001247445,0.0001579842,0.001583136,0.0228762],"study_design_scores_gemma":[0.0002057229,0.001485416,0.7685428,0.0009493534,0.0002108539,0.1960433,0.02061721,0.001156696,0.001527085,0.00186459,0.007306209,0.00009077348],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992583,0.002201702,0.0002963616,0.002341794,0.00005768922,0.00002685806,0.00006524807,0.00001097619,0.002416294],"genre_scores_gemma":[0.995797,0.001989669,0.0007724969,0.0008747636,0.0002190612,0.00002481587,0.0001029612,0.000006029382,0.0002131662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002379255,"threshold_uncertainty_score":0.007959425,"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."}}