{"id":"W1986621138","doi":"10.1002/pdi.1214","title":"New government initiatives to tackle obesity— but will they work?","year":2008,"lang":"en","type":"article","venue":"Practical Diabetes International","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Work (physics); Government (linguistics); Obesity; Diabetes mellitus; Intensive care medicine; Internal medicine; Endocrinology; Engineering; Mechanical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007868852,0.0002085864,0.0002860627,0.00008603115,0.000811248,0.00003283782,0.0003574512,0.0002089106,0.01353943],"category_scores_gemma":[0.0051824,0.0001921313,0.00008212751,0.0002028001,0.00005835385,0.001639923,0.0004147548,0.001132156,0.00858936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004611189,"about_ca_system_score_gemma":0.0005409895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001093144,"about_ca_topic_score_gemma":0.0000811819,"domain_scores_codex":[0.9966989,0.0005621685,0.000602401,0.0004113274,0.001050832,0.0006743512],"domain_scores_gemma":[0.9948612,0.003714831,0.0003568736,0.0002758608,0.0002369978,0.000554242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003336155,0.0006681602,0.7891457,0.00008383768,0.0001997589,0.00004757306,0.003911507,0.00001279091,0.0001484859,0.046755,0.1561533,0.002540295],"study_design_scores_gemma":[0.0007620972,0.0001329231,0.4278708,0.0002125467,0.00002962766,0.000003787864,0.0006843337,0.0001304003,0.0001720112,0.001910873,0.5678207,0.0002698822],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.641363,0.0001322318,0.004509225,0.08116481,0.003609475,0.0009912868,0.0001059715,0.0002026394,0.2679214],"genre_scores_gemma":[0.9347166,0.000419067,0.01849198,0.01869936,0.00204183,0.0001419928,0.00002699653,0.00003810623,0.02542406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4116675,"threshold_uncertainty_score":0.9921826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07873893217061598,"score_gpt":0.4386053473378729,"score_spread":0.3598664151672569,"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."}}