{"id":"W2160240498","doi":"10.1016/j.amepre.2011.06.024","title":"The ONQI Is Not a Black Box","year":2011,"lang":"en","type":"letter","venue":"American Journal of Preventive Medicine","topic":"Nutritional Studies and Diet","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Scopus; Medicine; Profiling (computer programming); Index (typography); Gerontology; Medical journal; Web of science; Family medicine; MEDLINE; Meta-analysis; Computer science; World Wide Web; Internal medicine; Political science","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":[0.008546597,0.001017323,0.00285178,0.001380365,0.008240722,0.007119399,0.002401571,0.09596498,0.02044668],"category_scores_gemma":[0.05886062,0.001052309,0.001825597,0.001423001,0.006381282,0.005628266,0.004804923,0.07547653,0.01356803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006858436,"about_ca_system_score_gemma":0.01048046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006282932,"about_ca_topic_score_gemma":0.01419461,"domain_scores_codex":[0.9921739,0.002337078,0.001047376,0.0006864743,0.002334558,0.001420651],"domain_scores_gemma":[0.9711359,0.01314852,0.002107057,0.0009702171,0.004921071,0.007717093],"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":[0.00003015292,0.00003723655,0.0004940063,0.00004630519,0.00001241141,0.000680834,0.00007169241,0.00001591178,0.00004555318,0.002361529,0.990854,0.005350381],"study_design_scores_gemma":[0.000141289,0.00007013447,0.001773248,0.0007112519,0.00004618453,0.001400775,0.0006391358,0.0002034736,0.0001002295,0.01450481,0.9803374,0.00007210507],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0001339089,0.0004446583,0.00003600568,0.9760591,0.02062593,0.000005536705,0.00001857912,0.00001004857,0.002666267],"genre_scores_gemma":[0.001314099,0.0005219014,0.0001186469,0.9496342,0.04208129,0.0000236816,0.00001744626,0.00001430608,0.006274516],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.09596498,"threshold_uncertainty_score":0.06840098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02618462430176547,"score_gpt":0.2968330959008257,"score_spread":0.2706484715990602,"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."}}