{"id":"W2957084979","doi":"10.1111/cob.12329","title":"Perceptions of barriers to effective obesity management in Canada: Results from the ACTION study","year":2019,"lang":"en","type":"article","venue":"Clinical Obesity","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brantford Energy (Canada); Dalhousie University; University of Toronto; Huntington Society of Canada; University of Alberta; Regional Municipality of Niagara; Canadian Obesity Network; Nova Scotia Cancer Centre; LMC Diabetes & Endocrinology (Canada); Université de Sherbrooke","funders":"Novo Nordisk","keywords":"Medicine; Obesity; Weight management; Body mass index; Health care; Family medicine; Perception; Weight loss; Gerontology; Internal medicine; Psychology","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005448778,0.0001573506,0.0005577229,0.00005581107,0.0006444892,0.000006043312,0.0004063739,0.0001840393,0.001171386],"category_scores_gemma":[0.002615243,0.0001201624,0.00008581313,0.0003493021,0.00004835553,0.000157496,0.0003642423,0.001490508,0.001148273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008442815,"about_ca_system_score_gemma":0.001461684,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8861971,"about_ca_topic_score_gemma":0.9858522,"domain_scores_codex":[0.9929677,0.004303788,0.001326898,0.0005516073,0.0004152242,0.0004347384],"domain_scores_gemma":[0.9880975,0.01006802,0.0004961376,0.0008082116,0.0001443953,0.0003857618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007414038,0.00057259,0.9870829,0.00008496815,0.00006373545,0.000006535697,0.003549757,0.00003528833,0.000002750585,0.0000565143,0.005755304,0.002048248],"study_design_scores_gemma":[0.002227274,0.0002885107,0.938747,0.0001679219,0.00006714054,4.813291e-8,0.05315699,0.00004901654,0.000001566046,0.000106223,0.005077428,0.0001108962],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859766,0.00001418197,0.00001885569,0.002818726,0.001868258,0.005161157,0.0001341305,0.00002527237,0.003982772],"genre_scores_gemma":[0.9954904,0.00009084315,0.0001139304,0.003116713,0.0002155507,0.0001100283,0.00001532421,0.00001125958,0.0008359178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09965502,"threshold_uncertainty_score":0.9997417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09859873717784202,"score_gpt":0.4967295803159721,"score_spread":0.3981308431381301,"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."}}