{"id":"W3138856894","doi":"10.1111/cob.12449","title":"An analysis of weight loss efforts and expectations in a Canadian Cohort: A retrospective medical chart review","year":2021,"lang":"en","type":"article","venue":"Clinical Obesity","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"START Clinic; York University","funders":"","keywords":"Medicine; Weight loss; Weight gain; Weight management; Retrospective cohort study; Weight change; Body weight; Obesity; Medical record; Pediatrics; Cohort; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001728898,0.00009462322,0.001104943,0.0001817203,0.00004005239,0.000004178443,0.00006139616,0.0001866872,0.001280594],"category_scores_gemma":[0.004500852,0.00008048423,0.000281384,0.001195491,0.0001373059,0.00005073588,0.00002577932,0.0003132917,0.000006285782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008775868,"about_ca_system_score_gemma":0.0009045509,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01283762,"about_ca_topic_score_gemma":0.1980206,"domain_scores_codex":[0.9981274,0.0002678635,0.0007443989,0.000358897,0.0002919997,0.00020943],"domain_scores_gemma":[0.9979894,0.0006005047,0.0001094513,0.0003777146,0.0001732011,0.0007496863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001390334,0.0003022903,0.9970433,0.00009048832,0.0003662888,0.0005704783,0.00006341943,8.126515e-8,4.985787e-7,0.0004042038,0.0002913756,0.0008537038],"study_design_scores_gemma":[0.0004134945,0.00005089862,0.9966414,0.0002754572,0.001506065,0.00002186256,0.00002834558,0.0002551822,0.000008150791,0.00005480322,0.0006684391,0.00007589307],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908696,0.004367056,0.00001447119,0.003856723,0.0001386004,0.000186784,0.00002180945,0.00001133655,0.0005336343],"genre_scores_gemma":[0.9891689,0.008077722,0.00009690296,0.002395484,0.00008582553,0.000008562765,0.00009117803,0.000005455945,0.00006994778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.185183,"threshold_uncertainty_score":0.9996324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02057611934795547,"score_gpt":0.365416513613534,"score_spread":0.3448403942655786,"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."}}