{"id":"W3017068150","doi":"10.1161/atvbaha.119.313782","title":"From Laundry List to Rating Scheme","year":2020,"lang":"en","type":"letter","venue":"Arteriosclerosis Thrombosis and Vascular Biology","topic":"Cardiovascular Health and Disease Prevention","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Laundry; Scheme (mathematics); Rating system; Computer science; Reliability engineering; Database; Information retrieval; Engineering; Mathematics; Waste management; Economics; Environmental economics","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":[0.004106188,0.001290068,0.001966507,0.002014701,0.009447814,0.009997488,0.002852424,0.05194844,0.1440771],"category_scores_gemma":[0.03047173,0.001093736,0.001407272,0.001212575,0.002079144,0.003355797,0.002965694,0.02344446,0.1710386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005777871,"about_ca_system_score_gemma":0.006696774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01479654,"about_ca_topic_score_gemma":0.0320986,"domain_scores_codex":[0.9933664,0.001427277,0.0005995366,0.0006377799,0.002296302,0.001672741],"domain_scores_gemma":[0.9861602,0.003626981,0.0005462983,0.0006319534,0.005765869,0.00326872],"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":[0.00001950735,0.00001165559,0.00008260013,0.00001116138,0.000001312153,0.000148489,0.00002091915,0.00001209241,0.00006110228,0.0009284331,0.9964145,0.002288228],"study_design_scores_gemma":[0.00009517996,0.00006272039,0.001464408,0.000197181,0.000007517963,0.0003801945,0.0002804798,0.0005153564,0.000130088,0.00342186,0.9933946,0.00005051682],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0009014724,0.001133461,0.0007525396,0.7077478,0.07611693,0.0003880321,0.0006189647,0.0005427783,0.211798],"genre_scores_gemma":[0.006246904,0.0006182719,0.0007015503,0.4272785,0.02697046,0.0003195684,0.0003187302,0.0002362509,0.5373098],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1440771,"threshold_uncertainty_score":0.4819859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05084207708134522,"score_gpt":0.3131194591530468,"score_spread":0.2622773820717016,"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."}}