{"id":"W4306177252","doi":"10.1097/nt.0000000000000565","title":"Barriers to Implementing Weight Management Recommendations","year":2022,"lang":"en","type":"article","venue":"Nutrition Today","topic":"Dietetics, Nutrition, and Education","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Emergent BioSolutions (Canada)","funders":"","keywords":"Weight management; Medicine; Referral; Best practice; Psychological intervention; Nursing; Obesity; Family medicine; Medical education; Weight loss; Management; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06723007,0.0003094515,0.0006023435,0.001095782,0.002019116,0.003196872,0.002500263,0.002037254,0.005315905],"category_scores_gemma":[0.2358225,0.0006764675,0.0008826854,0.001149434,0.001297787,0.00233431,0.003573628,0.003352163,0.0009203627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003411824,"about_ca_system_score_gemma":0.0193119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02293601,"about_ca_topic_score_gemma":0.01518329,"domain_scores_codex":[0.9012373,0.05715261,0.01589147,0.002043212,0.01823816,0.00543717],"domain_scores_gemma":[0.8137835,0.1373253,0.0139861,0.005325482,0.02133747,0.008242134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002790253,0.001766556,0.1550225,0.006429018,0.0003553834,0.002898066,0.1483198,0.001691474,0.003212582,0.008930882,0.04229753,0.6287972],"study_design_scores_gemma":[0.0002756942,0.001784299,0.2583304,0.03295751,0.0004381776,0.00419296,0.3131011,0.007368673,0.003121905,0.01122054,0.3668226,0.0003861461],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.696901,0.01057371,0.02212618,0.1963505,0.001625521,0.003700408,0.0006795374,0.000540072,0.06750309],"genre_scores_gemma":[0.9333283,0.006595717,0.03628435,0.01682362,0.0002818947,0.001396843,0.000262458,0.0001133561,0.004913397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06723007,"threshold_uncertainty_score":0.3555508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04359445114984085,"score_gpt":0.4013395712317914,"score_spread":0.3577451200819506,"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."}}