{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006032334,0.0002703476,0.0008296058,0.0003833821,0.0007414419,0.00002360559,0.0005633372,0.000437228,0.0003837668],"category_scores_gemma":[0.001173002,0.0002751019,0.0001575525,0.001366316,0.0001926328,0.001144724,0.0006329189,0.001550916,0.0009670797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002823914,"about_ca_system_score_gemma":0.0004766111,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01567465,"about_ca_topic_score_gemma":0.05817789,"domain_scores_codex":[0.992935,0.002582673,0.002163241,0.0008197593,0.0005388088,0.0009605361],"domain_scores_gemma":[0.9932737,0.003330069,0.002366325,0.0006012504,0.00021308,0.0002155225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001117791,0.0008994592,0.9557899,0.00240769,0.00001906121,0.00004994644,0.02237187,0.000004688577,0.0000139931,0.0005533868,0.0004011126,0.01737712],"study_design_scores_gemma":[0.001471046,0.0001922902,0.7391813,0.0004063111,0.00004031628,1.456212e-7,0.2560345,0.00009681773,0.000046741,0.0003083297,0.002027594,0.0001945466],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894947,0.0002496086,0.00001861178,0.0006771445,0.001135404,0.00186793,0.00002776671,0.0001216263,0.006407141],"genre_scores_gemma":[0.9963523,0.001288136,0.0004804834,0.000766289,0.0003372985,0.0002594401,0.00005348527,0.00002413713,0.0004384394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2336626,"threshold_uncertainty_score":0.9999701,"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."}}