{"id":"W2237122232","doi":"10.69645/kydt9407","title":"Health benefits of intentional weight loss","year":2009,"lang":"en","type":"article","venue":"The biomedical & life sciences collection.","topic":"Diet and metabolism studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Columbia College","funders":"","keywords":"Weight loss; Health benefits; Business; Medicine; Internal medicine; Obesity; Traditional 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009270877,0.0001175293,0.0003593201,0.0002372218,0.0006151175,0.00001351353,0.0002093722,0.00005412617,0.0001732935],"category_scores_gemma":[0.0002171916,0.00006825271,0.000126224,0.002047221,0.001243979,0.00007524154,0.00004926959,0.0001608653,0.00002370329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004509675,"about_ca_system_score_gemma":0.0007396744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007834975,"about_ca_topic_score_gemma":0.00003369003,"domain_scores_codex":[0.997983,0.00005382326,0.0004148452,0.0002655237,0.0009470682,0.0003356784],"domain_scores_gemma":[0.9991621,0.00009711163,0.0001450042,0.0001439245,0.0001614306,0.0002904701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003706006,0.001924205,0.02176953,0.0001095369,0.0002126137,0.000006879389,0.002219998,0.00002075109,0.0004789943,0.02821235,0.8151845,0.1294901],"study_design_scores_gemma":[0.001907662,0.002343787,0.6853969,0.0001898447,0.00008384804,0.00007137397,0.0006427708,0.0005236499,0.00007447552,0.003431496,0.3051513,0.0001829649],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4007157,0.03502999,0.004446348,0.4851355,0.01052107,0.001977714,0.00006861485,0.000365842,0.06173926],"genre_scores_gemma":[0.9877064,0.001297297,0.0008978518,0.005250911,0.0006918965,0.00001255436,0.000007321527,0.000004651858,0.00413113],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6636273,"threshold_uncertainty_score":0.4731049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0248277154761032,"score_gpt":0.3073176022503984,"score_spread":0.2824898867742953,"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."}}