{"id":"W2989090268","doi":"10.3390/ijerph16224551","title":"Risk Factors for Non-Communicable Diseases at Baseline and Their Short-Term Changes in a Workplace Cohort in Singapore","year":2019,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Obesity, Physical Activity, Diet","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"National Research Foundation Singapore","keywords":"Medicine; Overweight; Cohort; Obesity; Environmental health; Cohort study; Demography; Gerontology; 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":[0.0007559609,0.0003826649,0.0004030248,0.0007109176,0.0006657109,0.0007303898,0.00035303,0.0005100085,0.001255163],"category_scores_gemma":[0.001196724,0.0004037091,0.0007051479,0.0008790817,0.0001992371,0.0006009154,0.0007175814,0.0007689375,0.0003984225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004318231,"about_ca_system_score_gemma":0.0005374344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0215644,"about_ca_topic_score_gemma":0.02968189,"domain_scores_codex":[0.999594,0.00007612541,0.00006358758,0.0001002171,0.00008797122,0.00007809309],"domain_scores_gemma":[0.9986853,0.00006928649,0.0004798756,0.0001094276,0.0002102245,0.000445861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005387996,0.00003796287,0.9988112,0.000007535069,0.00003646911,0.00007354846,0.0001658841,0.00001159016,0.0002258351,0.000003266251,0.0000482696,0.000524528],"study_design_scores_gemma":[0.000001303405,0.00006114187,0.9995965,0.000003263577,0.00000814228,0.00004514768,0.000180236,0.00003038591,0.00001442154,0.000002453306,0.00005485585,0.00000217028],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992405,0.00008479958,0.00003496845,0.0000315595,0.000006149425,0.000006436925,0.0004502076,0.000002177267,0.0001431806],"genre_scores_gemma":[0.9984874,0.0001102504,0.00008112002,0.0000310814,0.000009794459,0.00001891502,0.0008486671,0.000002519427,0.0004103565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0215644,"threshold_uncertainty_score":0.04287773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04966590975033954,"score_gpt":0.3638550235644896,"score_spread":0.31418911381415,"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."}}