{"id":"W4387691811","doi":"10.1111/cob.12624","title":"Improving implementation of best practices in obesity management: Physician experiences in obesity care","year":2023,"lang":"en","type":"article","venue":"Clinical Obesity","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University; Bausch Health (Canada); Dalhousie University","funders":"Bausch Health","keywords":"Medicine; Weight management; Psychological intervention; Obesity; Best practice; Family medicine; Primary care; Management of obesity; Disease management; Disease; Weight loss; MEDLINE; Primary care physician; Gerontology; Nursing; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.008248231,0.0001438854,0.0001952349,0.0004851276,0.003215599,0.002750277,0.0006819444,0.001085984,0.001551003],"category_scores_gemma":[0.02520062,0.0002592146,0.0001918902,0.0006276233,0.003135193,0.001800747,0.00271678,0.001778441,0.0001335549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002503275,"about_ca_system_score_gemma":0.005789099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01387099,"about_ca_topic_score_gemma":0.02424696,"domain_scores_codex":[0.9888177,0.007819818,0.0003214008,0.0003180641,0.001532084,0.001191016],"domain_scores_gemma":[0.9743125,0.01403388,0.00422891,0.0006122878,0.002232647,0.004579685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009764652,0.000585001,0.1140921,0.0005292685,0.00004438646,0.001410308,0.7913936,0.0001328525,0.001669919,0.001340593,0.006302959,0.08240147],"study_design_scores_gemma":[0.00003893909,0.0006198554,0.1019568,0.0008743438,0.00003479623,0.001675161,0.8352789,0.0002985081,0.0005621495,0.0007345355,0.05785542,0.00007068719],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750636,0.001980072,0.001153235,0.01426082,0.000158305,0.00004880655,0.00003070849,0.00001658024,0.007287839],"genre_scores_gemma":[0.9943925,0.001074174,0.001237224,0.002485409,0.00006308023,0.00002232503,0.00001807176,0.00000739426,0.0006998556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01387099,"threshold_uncertainty_score":0.0436213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2340487171373933,"score_gpt":0.579316547356367,"score_spread":0.3452678302189737,"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."}}