{"id":"W2606742904","doi":"10.1373/clinchem.2017.273672","title":"Wellness Initiatives: Benefits and Limitations","year":2017,"lang":"en","type":"article","venue":"Clinical Chemistry","topic":"Nutrition, Genetics, and Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Mount Sinai Hospital","funders":"","keywords":"Baseline (sea); Raw data; Population; Public health; Data collection; Construct (python library); Gerontology; Medicine; Public relations; Environmental health; Business; Internet privacy; Computer science; Political science; Sociology","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":[0.0001379152,0.0001109827,0.0001255744,0.000004837796,0.0002690401,0.00006867076,0.0002229235,0.0001912849,0.0000198958],"category_scores_gemma":[0.001713181,0.0001167035,0.00009143915,0.00001030328,0.0003914219,0.000005873739,0.0001577718,0.00009077854,0.000008617505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002723348,"about_ca_system_score_gemma":0.00006233251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.588351e-7,"about_ca_topic_score_gemma":0.000003960903,"domain_scores_codex":[0.9991816,0.00002215188,0.0002356684,0.0003491397,0.00006745366,0.0001439948],"domain_scores_gemma":[0.9989395,0.00006486815,0.0001256118,0.000571612,0.0000843111,0.0002140778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005779389,0.001497293,0.7936864,0.0004131889,0.0002941395,0.00002720073,0.0000809146,0.00001141333,0.09482558,0.0007753905,0.01761408,0.09019645],"study_design_scores_gemma":[0.004081907,0.0002433248,0.4816107,0.0001015066,0.0001253761,0.00001720667,0.0002760323,0.00003583308,0.4218103,0.00178205,0.08916963,0.0007460919],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828305,0.001594602,0.00003150528,0.00049771,0.0001262931,0.00006250072,0.00005313285,0.00001040876,0.01479334],"genre_scores_gemma":[0.9941602,0.003859112,0.0001958678,0.0002829884,0.000753619,0.00001423412,0.0001281276,0.00001396859,0.0005918873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3269848,"threshold_uncertainty_score":0.4759032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0749088491861162,"score_gpt":0.3560566918468611,"score_spread":0.2811478426607449,"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."}}