{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009377282,0.0001205728,0.0001408982,0.0003269749,0.003803581,0.00001875134,0.0001983064,0.00004357822,0.02500799],"category_scores_gemma":[0.00006627286,0.0001477778,0.00006617889,0.0005122621,0.00001361446,0.000135352,0.0002190257,0.0003305863,0.0004573227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005233187,"about_ca_system_score_gemma":0.00009632292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006713573,"about_ca_topic_score_gemma":0.00004700611,"domain_scores_codex":[0.9978726,0.0004560862,0.0005080059,0.0003134167,0.000297257,0.0005526401],"domain_scores_gemma":[0.9990143,0.0001248112,0.0001380338,0.0002904213,0.0001284132,0.0003040194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003928071,0.0002101836,0.00602632,0.0003639514,0.0000297507,0.000002231234,0.005724132,0.000004727901,0.00009630819,0.01267124,0.9689249,0.005906969],"study_design_scores_gemma":[0.001040748,0.0000686886,0.001118061,0.0001264101,0.00002300414,0.000001126157,0.09431866,0.00001420991,0.00005923962,0.003495375,0.8995814,0.0001530756],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.286446,0.001195791,0.007882231,0.3855116,0.03973747,0.0114279,0.002174359,0.00162851,0.2639961],"genre_scores_gemma":[0.9301623,0.0008093193,0.01092649,0.02202313,0.002320132,0.01047813,0.002079205,0.0000879138,0.02111336],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6437163,"threshold_uncertainty_score":0.9974933,"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."}}