{"id":"W3126506436","doi":"10.23880/doij-16000238","title":"Obesity Risk Assessment Concept","year":2021,"lang":"en","type":"article","venue":"Diabetes & Obesity International Journal","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Obesity; Medicine; Delphi method; Risk assessment; Waist; Layperson; Management of obesity; Scale (ratio); Risk analysis (engineering); Weight loss; Computer science; Internal medicine; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01519511,0.0009455659,0.0007204209,0.005340322,0.001388165,0.005458695,0.001740982,0.001744488,0.009261631],"category_scores_gemma":[0.0290673,0.0002631598,0.001333265,0.002636572,0.004656208,0.00462668,0.004889128,0.004246703,0.002034375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00391962,"about_ca_system_score_gemma":0.008023474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002160739,"about_ca_topic_score_gemma":0.001236806,"domain_scores_codex":[0.9887351,0.005405994,0.0007053919,0.0006391897,0.003975271,0.0005390027],"domain_scores_gemma":[0.9853604,0.006591239,0.00164325,0.0005362883,0.00440601,0.001462872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001134737,0.0002573286,0.01130205,0.001424767,0.000128446,0.0004039675,0.004727245,0.001166974,0.0004055551,0.5267516,0.07857094,0.3747477],"study_design_scores_gemma":[0.00006893212,0.000299003,0.01155925,0.005865083,0.000151761,0.003119691,0.005768785,0.001994635,0.0003234546,0.3260727,0.6446332,0.0001435154],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04231661,0.07053821,0.2041733,0.1281501,0.008992609,0.003775127,0.002299157,0.0006854185,0.5390695],"genre_scores_gemma":[0.6597148,0.05168462,0.1964271,0.03294742,0.005564772,0.004289136,0.00229806,0.0002948932,0.04677904],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01519511,"threshold_uncertainty_score":0.08036035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1292155646179372,"score_gpt":0.4142233193132662,"score_spread":0.285007754695329,"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."}}