{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001076037,0.0003320479,0.0004075181,0.003835534,0.001878257,0.001168311,0.001045829,0.0004673853,0.002028844],"category_scores_gemma":[0.004415856,0.000502392,0.0005926354,0.006310156,0.0005412658,0.0005119628,0.0007670175,0.0005234111,0.0002967779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007914214,"about_ca_system_score_gemma":0.00933604,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8248048,"about_ca_topic_score_gemma":0.8123987,"domain_scores_codex":[0.9984263,0.0001050293,0.0001934778,0.0002456532,0.0007455532,0.0002839324],"domain_scores_gemma":[0.9938064,0.0005156258,0.00263558,0.0002315056,0.002159633,0.0006512647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002223478,0.00001125523,0.9983393,0.00001474724,0.00001601193,0.00008793666,0.0001659916,0.00001469764,0.00005139489,0.00001167467,0.0003090533,0.0009556565],"study_design_scores_gemma":[0.000002523557,0.0000167707,0.9989384,0.00001518206,0.00001144415,0.0001304904,0.000374051,0.0001078082,0.00003325879,0.000002975565,0.0003608167,0.000006204237],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905076,0.0005355881,0.00009632931,0.0001476446,0.000007457966,0.0000740325,0.007164535,0.00001424478,0.001452571],"genre_scores_gemma":[0.9961546,0.0004088652,0.0001646962,0.0000784578,0.000006977207,0.00003867967,0.002892365,0.000004986033,0.0002504045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1751952,"threshold_uncertainty_score":0.3524539,"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."}}