{"id":"W2180726840","doi":"10.1089/chi.2015.0031","title":"Understanding Academic Clinicians' Decision Making for the Treatment of Childhood Obesity","year":2015,"lang":"en","type":"article","venue":"Childhood Obesity","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster Children's Hospital; McMaster University","funders":"","keywords":"Childhood obesity; Obesity; Medicine; Psychology; Gerontology; Developmental psychology; Pediatrics; Family medicine; Overweight; 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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.003429098,0.0003605747,0.000762414,0.0001585487,0.002706566,0.00002023715,0.0005701648,0.0006509952,0.0001668998],"category_scores_gemma":[0.001550238,0.0002528488,0.0002936037,0.0003708917,0.0001470166,0.0004009599,0.0001628786,0.001099854,0.0003031714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001005027,"about_ca_system_score_gemma":0.001133922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002063238,"about_ca_topic_score_gemma":0.001046319,"domain_scores_codex":[0.9959924,0.0007264105,0.001230777,0.0005669884,0.0005580965,0.0009253528],"domain_scores_gemma":[0.9889262,0.008615764,0.001072843,0.0007837891,0.0002653344,0.000336036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001016023,0.008617696,0.8228022,0.0006374929,0.0004587097,0.000008041527,0.09830081,0.0002369322,0.000006314358,0.01670522,0.02821925,0.02299134],"study_design_scores_gemma":[0.00574677,0.001350056,0.8892027,0.001148035,0.0004329371,0.000005467954,0.02159395,0.0003053856,0.00004352152,0.04203586,0.03773552,0.000399859],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9633549,0.004486583,0.01800909,0.003107948,0.002795502,0.004669657,0.000129342,0.0001920226,0.003254893],"genre_scores_gemma":[0.991684,0.003183956,0.001836698,0.001445329,0.001382947,0.0001478538,0.0000197968,0.00005044799,0.0002489847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07670687,"threshold_uncertainty_score":0.9999924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.309008406110888,"score_gpt":0.4885149636092461,"score_spread":0.1795065574983581,"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."}}