{"id":"W3129678856","doi":"10.1016/j.appet.2021.105166","title":"The impact of COVID-19 pandemic on bariatric patients’ self-management post-surgery","year":2021,"lang":"en","type":"article","venue":"Appetite","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Addiction and Mental Health; Toronto Rehabilitation Institute; University of Toronto; Toronto Metropolitan University; University Health Network","funders":"Canadian Institutes of Health Research; Medical Psychiatry Alliance","keywords":"Pandemic; Medicine; Distress; Obesity; Coping (psychology); Socioeconomic status; Public health; Mental health; Vulnerability (computing); Health care; Coronavirus disease 2019 (COVID-19); Disease; Nursing; Psychiatry; Infectious disease (medical specialty); Environmental health; Clinical psychology; Population; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0005618244,0.0001615957,0.0003458379,0.0001503886,0.0001379762,0.00001872221,0.00008866806,0.00007847545,0.000248549],"category_scores_gemma":[0.0007723091,0.00009901967,0.0004521628,0.0005954367,0.00003380722,0.00003909892,0.00007235564,0.0001607388,0.0000914199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001889177,"about_ca_system_score_gemma":0.0004199491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008172791,"about_ca_topic_score_gemma":0.000006101786,"domain_scores_codex":[0.9986104,0.0001351047,0.000379309,0.0002459189,0.0003329427,0.0002962918],"domain_scores_gemma":[0.9972867,0.001706301,0.0001517939,0.0004990536,0.0001433321,0.000212785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003141825,0.0003497154,0.9778482,0.0001622299,0.0004360045,0.0000893263,0.0001457133,0.00001825938,0.0000367064,0.0006979124,0.01049459,0.009407217],"study_design_scores_gemma":[0.001156497,0.0001496947,0.961677,0.00008002581,0.0001597819,0.0000316621,0.0001024427,0.00001646419,0.00006175179,0.0001173453,0.03630839,0.0001389876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992598,0.0006368774,0.00002516398,0.001411356,0.0004770992,0.000285702,0.00001964268,0.00009517564,0.004450973],"genre_scores_gemma":[0.9948972,0.001751164,0.00007930164,0.001843984,0.0001423047,0.00001497792,0.00007407276,0.00002119259,0.001175793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0258138,"threshold_uncertainty_score":0.4037905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01979826283458005,"score_gpt":0.2887780724054295,"score_spread":0.2689798095708495,"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."}}