{"id":"W4367677390","doi":"10.1101/2023.04.26.23289160","title":"Factors associated with excess skin after bariatric surgery: A mixed method study","year":2023,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Ottawa Hospital; Institut universitaire en santé mentale de Montréal; Université de Montréal; Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec; Université de Sherbrooke; University of Ottawa; Université du Québec; Institut du Savoir Montfort; Cégep de l'Outaouais; Université du Québec en Outaouais","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Psychosocial; Anthropometry; Body mass index; Anxiety; Medicine; Psychological intervention; Triangulation; Clinical psychology; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003657163,0.0006850722,0.002004816,0.0008619453,0.00009844183,0.0001013874,0.000249522,0.0005294714,0.0001454193],"category_scores_gemma":[0.001919471,0.0004881091,0.0005738788,0.0008827118,0.00005157936,0.00004870689,0.000423439,0.001321094,0.00003729821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001989854,"about_ca_system_score_gemma":0.0006064222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006409632,"about_ca_topic_score_gemma":0.0006152042,"domain_scores_codex":[0.9954433,0.0009768198,0.0007743788,0.001128682,0.0009941077,0.0006827037],"domain_scores_gemma":[0.9953033,0.002494484,0.0004288362,0.001144471,0.0002913823,0.0003374677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001951735,0.000609241,0.9930208,0.0002073852,0.001523492,0.001012121,0.001068604,0.00002267916,0.000009374865,8.114488e-7,0.001672123,0.0006582444],"study_design_scores_gemma":[0.0007594106,0.00009298769,0.9960564,0.000651042,0.001073033,0.000002023276,0.0003999637,0.0001054731,0.0001079079,0.00004194736,0.0001862891,0.0005234905],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994409,0.0002172348,0.0004914234,0.0003270526,0.002655335,0.001009688,0.00005613502,0.0006935342,0.0001406391],"genre_scores_gemma":[0.994262,0.00001879696,0.000111046,0.00006834787,0.0006482421,0.0003954763,0.0001863832,0.0002026416,0.004107015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003966376,"threshold_uncertainty_score":0.9997571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09494596050349692,"score_gpt":0.3189381328249785,"score_spread":0.2239921723214816,"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."}}