{"id":"W2082852785","doi":"10.1007/s13679-013-0074-7","title":"The Role of Health Systems in Obesity Management and Prevention: Problems and Paradigm Shifts","year":2013,"lang":"en","type":"review","venue":"Current Obesity Reports","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Nova Scotia Health Research Foundation","keywords":"Obesity; Management of obesity; Weight management; Weight stigma; Stigma (botany); Section (typography); Health management system; Medicine; Paradigm shift; Psychology; Engineering ethics; Public relations; Political science; Alternative medicine; Computer science; Engineering; Psychiatry; Weight loss; Overweight","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01662824,0.0007163867,0.001584825,0.004703229,0.00240681,0.008052113,0.001991695,0.004504378,0.002845644],"category_scores_gemma":[0.01310269,0.0005989199,0.0007877579,0.008014261,0.01365524,0.01158744,0.005156631,0.006292627,0.0008206328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007094916,"about_ca_system_score_gemma":0.01715495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009450956,"about_ca_topic_score_gemma":0.009913627,"domain_scores_codex":[0.9872629,0.006343513,0.0009950203,0.0008246345,0.003930314,0.0006435309],"domain_scores_gemma":[0.9722365,0.02221995,0.001521435,0.0009258895,0.002432799,0.0006634246],"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":[0.00003571146,0.00009339498,0.001532502,0.01791582,0.0001191833,0.0001533836,0.00928966,0.0004108578,0.0002872554,0.4185563,0.0237566,0.5278493],"study_design_scores_gemma":[0.00002671565,0.0001741857,0.005019021,0.03844916,0.0001175226,0.000744823,0.01720672,0.0004022593,0.00039635,0.1625771,0.7747754,0.0001107043],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009007544,0.9337643,0.002004418,0.05454898,0.001468033,0.00002187092,0.0000138771,0.00001593889,0.007261829],"genre_scores_gemma":[0.02276067,0.9577947,0.003146924,0.01239622,0.002767241,0.00006364316,0.00001926523,0.00001622799,0.00103519],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01662824,"threshold_uncertainty_score":0.08793962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1495837624991641,"score_gpt":0.46150549478008,"score_spread":0.3119217322809159,"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."}}