{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006990155,0.00007800451,0.0001178769,0.0001648121,0.0009704894,0.00004226633,0.00008701904,0.0001111257,0.00006530562],"category_scores_gemma":[0.001808438,0.00009334568,0.00004260606,0.0005326605,0.0001863189,0.0001216013,0.00001022746,0.0000822119,0.0001758222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001435293,"about_ca_system_score_gemma":0.00008186905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008152605,"about_ca_topic_score_gemma":0.0003139705,"domain_scores_codex":[0.9988514,0.0001556085,0.0001752185,0.0002124966,0.00029245,0.0003128058],"domain_scores_gemma":[0.9965586,0.003081116,0.0000702369,0.00006478887,0.00009290957,0.0001323685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000133756,0.0004050488,0.0002191863,0.0003717061,0.00003924678,0.000009943963,0.2549877,0.000002687062,0.00008226576,0.1788995,0.2479665,0.3168825],"study_design_scores_gemma":[0.00142898,0.00008032961,0.03534043,0.0002405721,0.00004807504,3.309134e-7,0.04131301,0.00008119355,0.00003273938,0.02322791,0.8979249,0.0002815601],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6401792,0.0004327701,0.00009195894,0.3026114,0.01008898,0.007947092,0.0004286456,0.001303464,0.0369165],"genre_scores_gemma":[0.9709485,0.005349236,0.003736064,0.001423334,0.007790932,0.008570573,0.0005861316,0.00005749385,0.001537782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6499584,"threshold_uncertainty_score":0.7464318,"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."}}