{"id":"W4392789292","doi":"10.22541/au.170666460.01962252/v1","title":"Diagnosis and Management of Childhood Obesity in a Canadian Academic Family Medicine Teaching Unit","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Excellence; Medicine; Audit; Childhood obesity; Family medicine; Obesity; Growth chart; Medical record; Government (linguistics); Health care; Clinical audit; Pediatrics; Overweight","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":[0.001402623,0.0002661064,0.000220608,0.001609094,0.003123052,0.001075055,0.00135701,0.0005316802,0.003566323],"category_scores_gemma":[0.008251302,0.0002269525,0.0002125201,0.002703015,0.001120616,0.0004396539,0.001071824,0.0007644705,0.00022144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02506987,"about_ca_system_score_gemma":0.04215674,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9053246,"about_ca_topic_score_gemma":0.9497774,"domain_scores_codex":[0.9971086,0.0004100022,0.0002235651,0.0002813441,0.001080141,0.0008963841],"domain_scores_gemma":[0.9915401,0.0008517298,0.002782069,0.0001530463,0.002435952,0.002237031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004433433,0.00009614548,0.9771603,0.0001226723,0.00001738769,0.00113868,0.001116598,0.0001489642,0.0003113142,0.0001602172,0.004092907,0.01559047],"study_design_scores_gemma":[0.00001400078,0.0001057859,0.9879705,0.0003609096,0.00002305999,0.001959596,0.004543201,0.0004494778,0.0002490893,0.00006170633,0.004242939,0.00001960724],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764447,0.0033496,0.0004043862,0.004457564,0.00009738759,0.0003002786,0.001319772,0.00005332263,0.01357299],"genre_scores_gemma":[0.9944764,0.001218289,0.001791267,0.001292063,0.0000443622,0.00004516931,0.0003660583,0.000008810784,0.0007576966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09467542,"threshold_uncertainty_score":0.1904659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1264378820389663,"score_gpt":0.4834339279211252,"score_spread":0.3569960458821588,"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."}}