{"id":"W3193665233","doi":"10.1089/chi.2021.0161","title":"Is There a Role for Self-Referral in Pediatric Weight Management?","year":2021,"lang":"en","type":"article","venue":"Childhood Obesity","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Lakehead University","funders":"","keywords":"Referral; Medicine; Weight management; Multidisciplinary approach; Obesity; Family medicine; Medical record; Childhood obesity; Health care; MEDLINE; Self-management; Weight loss; Pediatrics; Overweight","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003745501,0.0001951055,0.0003134308,0.0001085775,0.0005792956,0.000011621,0.0002068504,0.0001941921,0.0003498584],"category_scores_gemma":[0.0000320563,0.0001813947,0.0001312257,0.0003987738,0.000007292005,0.00009952783,0.0001948083,0.0006018169,0.0003540712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001531734,"about_ca_system_score_gemma":0.0003430283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002915053,"about_ca_topic_score_gemma":0.000238791,"domain_scores_codex":[0.9979376,0.0002349961,0.0004462459,0.0004824446,0.0001910947,0.0007076428],"domain_scores_gemma":[0.9990908,0.00009875754,0.0001287755,0.000425358,0.00007806637,0.0001782258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002180308,0.001781541,0.9574833,0.001193973,0.0000377296,0.00002688551,0.007324405,6.357902e-7,0.000002754716,0.004290626,0.02663072,0.001205628],"study_design_scores_gemma":[0.002511641,0.00002418793,0.9688173,0.0001919094,0.00005589052,0.00000154989,0.00183412,0.00002225008,0.00003447937,0.003572363,0.02273673,0.0001975885],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9747604,0.001890398,0.00004482703,0.003761298,0.0006248734,0.001406753,0.00005990348,0.0001759446,0.01727561],"genre_scores_gemma":[0.9883025,0.001801185,0.0008994581,0.005344336,0.001224953,0.00003091751,0.00006217461,0.00003729059,0.00229723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01497838,"threshold_uncertainty_score":0.739706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02217338776717975,"score_gpt":0.3294950847720201,"score_spread":0.3073216970048403,"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."}}