{"id":"W4223652372","doi":"10.1016/j.soard.2022.03.020","title":"Five-year weight loss, physical activity, and eating style trajectories after bariatric surgery","year":2022,"lang":"en","type":"article","venue":"Surgery for Obesity and Related Diseases","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Federation for the Humanities and Social Sciences","keywords":"Weight loss; Medicine; Weight change; Body weight; Surgery; Obesity; Physical therapy; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009948532,0.0002044285,0.0002044053,0.0007695155,0.0003999789,0.0005832618,0.0003189775,0.0003378804,0.001238161],"category_scores_gemma":[0.003138589,0.0001200025,0.0004554409,0.0005487629,0.0002465688,0.0004920974,0.0006338324,0.000500771,0.0002106273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005316602,"about_ca_system_score_gemma":0.000377711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00581416,"about_ca_topic_score_gemma":0.006583831,"domain_scores_codex":[0.9996787,0.00006401897,0.00003817589,0.00005440297,0.00007965117,0.00008507317],"domain_scores_gemma":[0.9981841,0.0003345732,0.0008118998,0.00008047918,0.0001556845,0.0004332883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001456281,0.00004433754,0.9980116,0.000004254197,0.00002073964,0.0000247399,0.00007984928,0.00007715146,0.0000533868,0.000008403998,0.00003440592,0.001495498],"study_design_scores_gemma":[0.000002335969,0.00009573798,0.9995722,0.000002513082,0.000005440031,0.00002972158,0.00008075258,0.0001515742,0.00001842435,0.0000104807,0.00002878498,0.000001942095],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995782,0.00007541865,0.00005455091,0.00001958229,0.000001728185,0.000004957742,0.0001583794,0.00000270489,0.0001043762],"genre_scores_gemma":[0.9993119,0.00003581358,0.00004752549,0.000005000978,0.000001460189,0.000006175494,0.0005139725,0.000001087663,0.00007705611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00581416,"threshold_uncertainty_score":0.01156062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00890245205698205,"score_gpt":0.2280724506093391,"score_spread":0.2191699985523571,"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."}}