{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002522306,0.0001289937,0.0004359897,0.0001117857,0.00008569224,0.00003248087,0.00002173953,0.00008743584,0.00003627006],"category_scores_gemma":[0.00066492,0.0001312067,0.00004790203,0.0002408428,0.00003847091,0.0001365805,0.00004681797,0.00009761765,0.000002053093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004355985,"about_ca_system_score_gemma":0.000296514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003236076,"about_ca_topic_score_gemma":0.0001640317,"domain_scores_codex":[0.9988176,0.00006467177,0.000461532,0.0002508531,0.0002469171,0.0001583845],"domain_scores_gemma":[0.998674,0.0008457558,0.0001360886,0.0001339038,0.00007489615,0.0001353013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007938463,0.00009330943,0.9888262,0.0001213429,0.00003702085,0.00005466865,0.001665958,6.382118e-7,0.0001169876,0.00001137823,0.0001095014,0.008883609],"study_design_scores_gemma":[0.0004060293,0.000002968984,0.9855567,0.0008250533,0.00005945862,0.000006691566,0.0009389113,0.000003513451,0.01195817,0.00001122162,0.0001074018,0.0001238699],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951352,0.00434561,0.00002860779,0.0001759192,0.0001526227,0.0001093914,0.0000084102,0.00002768664,0.00001656615],"genre_scores_gemma":[0.9979682,0.0002838426,0.001388704,0.00004738444,0.00007230998,0.00001116224,0.0001601606,0.00001078483,0.00005745699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01184118,"threshold_uncertainty_score":0.5350453,"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."}}