{"id":"W4290637054","doi":"10.1002/hsr2.763","title":"Childhood obesity diagnosis and management remains a challenge despite the use of electronic health records: A retrospective study","year":2022,"lang":"en","type":"article","venue":"Health Science Reports","topic":"Obesity, Physical Activity, Diet","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre intégré de santé et de services sociaux de Chaudière-Appalaches; Université Laval; Cegep regional de Lanaudiere","funders":"","keywords":"Medicine; Psychosocial; Family medicine; Medical record; Obesity; Retrospective cohort study; MEDLINE; Medical diagnosis; Health care; Electronic health record; Health records; Pediatrics; Psychiatry","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":[0.002225291,0.0002386489,0.0003159314,0.001615702,0.001092898,0.001226319,0.0004554832,0.0005718417,0.001182675],"category_scores_gemma":[0.007661218,0.0005058715,0.0003613642,0.003022943,0.000683065,0.0007646475,0.0007012589,0.0007092164,0.0002404344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001375076,"about_ca_system_score_gemma":0.002480549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0435031,"about_ca_topic_score_gemma":0.055863,"domain_scores_codex":[0.9966563,0.0007984209,0.0006121516,0.0005012272,0.0009925097,0.0004393982],"domain_scores_gemma":[0.9903307,0.002043291,0.005189981,0.0006465996,0.001160349,0.0006289892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001136192,0.00002106027,0.9988939,0.0000142773,0.00001231934,0.00008744537,0.0001913899,0.000003175492,0.00001950418,0.00001246345,0.00007239354,0.0006607084],"study_design_scores_gemma":[0.000003690916,0.00007789255,0.9961072,0.00006651507,0.00004156826,0.0009346696,0.002162662,0.00005394883,0.000043985,0.00001083869,0.0004919445,0.000004972357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977736,0.0008947571,0.0001329149,0.0001579028,0.000008033725,0.00003357293,0.000373018,0.000003108136,0.0006230348],"genre_scores_gemma":[0.9987789,0.0005620475,0.0001281704,0.0001247487,0.00001258688,0.00002108015,0.0002772759,0.000002553091,0.00009265532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0435031,"threshold_uncertainty_score":0.08649975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04198825680729577,"score_gpt":0.3274095212450591,"score_spread":0.2854212644377633,"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."}}