{"id":"W885545618","doi":"10.1017/cbo9781139150040.038","title":"Obesity treatment algorithm","year":2010,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Pharmacology and Obesity Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Obesity; Content (measure theory); Algorithm; Medicine; Mathematics; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0008828965,0.0009394416,0.000944368,0.003179725,0.0007449978,0.001873633,0.001191165,0.001059176,0.1475677],"category_scores_gemma":[0.002466787,0.0002610116,0.001800272,0.002545965,0.0002401269,0.001048083,0.001023718,0.002130077,0.05866972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002163327,"about_ca_system_score_gemma":0.002652737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006474968,"about_ca_topic_score_gemma":0.008954066,"domain_scores_codex":[0.9994604,0.00009468241,0.00006899975,0.000123609,0.0001678421,0.000084434],"domain_scores_gemma":[0.9995037,0.00006496077,0.00006197335,0.00002406741,0.0002500994,0.00009520835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000410327,0.0001967096,0.007023098,0.0006699493,0.0001288885,0.0001677196,0.00004853699,0.002788309,0.0003508846,0.01323655,0.5641882,0.4107908],"study_design_scores_gemma":[0.0003851472,0.0002551588,0.0214813,0.002549984,0.0002874124,0.001591393,0.0001805961,0.006686572,0.0007301909,0.03279879,0.932992,0.00006147393],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01371481,0.03191954,0.1116539,0.04208248,0.004102752,0.005450701,0.1753703,0.004727554,0.6109779],"genre_scores_gemma":[0.07217539,0.03598366,0.2583521,0.01934184,0.001474175,0.007179262,0.2685814,0.002946283,0.3339658],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1475677,"threshold_uncertainty_score":0.4936632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02320643832277181,"score_gpt":0.2374883482622509,"score_spread":0.2142819099394791,"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."}}