{"id":"W4389136144","doi":"10.1097/nt.0000000000000657","title":"Time and Training Limitations May Increase Reliance on Social Media for Weight Management Dietitians","year":2023,"lang":"en","type":"article","venue":"Nutrition Today","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Emergent BioSolutions (Canada)","funders":"","keywords":"Training (meteorology); Best practice; Weight management; Clinical Practice; Medicine; Medical education; Nursing; Psychology; 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":[0.02641196,0.0004604926,0.0005876743,0.002414895,0.00291345,0.004202168,0.002110446,0.002056724,0.04410931],"category_scores_gemma":[0.1781237,0.0006505353,0.0009016998,0.001366145,0.00149638,0.005152166,0.003405605,0.002568629,0.007026236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001991093,"about_ca_system_score_gemma":0.004931146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01360281,"about_ca_topic_score_gemma":0.01940665,"domain_scores_codex":[0.975051,0.01416286,0.002166233,0.001466987,0.005259373,0.001893367],"domain_scores_gemma":[0.7906166,0.1569441,0.01796529,0.007726121,0.01723748,0.009510389],"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":[0.0007054427,0.00180851,0.2093111,0.003228978,0.0003274306,0.00241214,0.03428159,0.0004273321,0.002334497,0.004475482,0.1130978,0.6275898],"study_design_scores_gemma":[0.0004239592,0.002348539,0.3674406,0.01790049,0.0007635698,0.006718403,0.1045062,0.004952266,0.003371723,0.01942949,0.4717881,0.0003568026],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5871643,0.006838114,0.02308592,0.1729222,0.005499143,0.001890193,0.003148957,0.0008868541,0.1985643],"genre_scores_gemma":[0.9089767,0.006517596,0.01786309,0.03817861,0.002165823,0.0029591,0.0009150837,0.0004359751,0.021988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04410931,"threshold_uncertainty_score":0.1475604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1832704719473781,"score_gpt":0.3877900838248521,"score_spread":0.204519611877474,"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."}}