{"id":"W3165552506","doi":"10.1007/s11695-021-05462-2","title":"Development and Validation of New BODY-Q Scales Measuring Expectations, Eating Behavior, Distress, Symptoms, and Work Life in 4004 Adults From 4 Countries","year":2021,"lang":"en","type":"article","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Distress; Psychological distress; Emotional distress; Work (physics); Eating behavior; Clinical psychology; Gerontology; Applied psychology; Psychiatry; Obesity; Psychology; Anxiety; Pathology","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":[0.007479845,0.0006836525,0.0005192314,0.001688908,0.0008640869,0.001084024,0.0008897264,0.0008384411,0.001061121],"category_scores_gemma":[0.0094063,0.0005548241,0.001168852,0.001673989,0.0007728537,0.001072307,0.00199764,0.001059573,0.0004985679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000899896,"about_ca_system_score_gemma":0.001713835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01540129,"about_ca_topic_score_gemma":0.01930933,"domain_scores_codex":[0.9967483,0.001347043,0.0004483479,0.0003906463,0.0006812064,0.0003844186],"domain_scores_gemma":[0.9942622,0.001516573,0.0008845027,0.000551488,0.002372356,0.0004128489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003181858,0.0003988281,0.972402,0.00005813635,0.0001438316,0.00006872057,0.003099723,0.0003812373,0.001018589,0.0002039808,0.0007718054,0.02113492],"study_design_scores_gemma":[0.00006312846,0.0003117523,0.9945387,0.00003738058,0.00004016238,0.00008436757,0.001891203,0.0003872567,0.0003839498,0.0001034509,0.00214369,0.00001488815],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929428,0.0002047767,0.001774171,0.0001558606,0.00004323992,0.0006324644,0.001602603,0.00001919803,0.002624912],"genre_scores_gemma":[0.9820025,0.0001768903,0.008717151,0.0001929323,0.00001579783,0.001434627,0.005995193,0.00003116661,0.00143383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01540129,"threshold_uncertainty_score":0.0395577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02301416703005705,"score_gpt":0.2389933206987768,"score_spread":0.2159791536687198,"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."}}