{"id":"W4250713916","doi":"10.22541/au.158204199.92013270","title":"Is it time to screen for cardiometabolic risk factors prior to ART? (Mini-commentary on BJOG-19-1190.R1)","year":2020,"lang":"en","type":"dataset","venue":"Authorea","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Computer science; Business","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":[0.008943472,0.0009618069,0.003332055,0.002457669,0.001103573,0.002986798,0.004443972,0.00992609,0.1178327],"category_scores_gemma":[0.09718467,0.0009142717,0.004324292,0.004502853,0.0007126015,0.003140027,0.002117451,0.009202785,0.02682426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007289934,"about_ca_system_score_gemma":0.01461288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.101615,"about_ca_topic_score_gemma":0.155544,"domain_scores_codex":[0.9917712,0.004006641,0.001290232,0.0005751492,0.001841351,0.0005153405],"domain_scores_gemma":[0.9325283,0.0439613,0.003997299,0.001367925,0.01568079,0.002464388],"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":[0.0001606251,0.000004406808,0.00007582387,0.005818977,0.0001691294,0.0000109186,0.00001374351,0.00003185515,0.00001105946,0.0005396177,0.9847946,0.008369339],"study_design_scores_gemma":[0.002125019,0.00005384246,0.002770639,0.05234047,0.001306585,0.00006201781,0.0001010226,0.0001545299,0.0000537393,0.002860183,0.9380707,0.0001013764],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003168418,0.1335473,0.0004494689,0.5443411,0.07504243,0.0004172203,0.2261056,0.0002670294,0.01951296],"genre_scores_gemma":[0.008302704,0.1013281,0.00204542,0.7512432,0.04226534,0.003678638,0.07067458,0.0003951223,0.02006706],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1178327,"threshold_uncertainty_score":0.3941896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03151690547360256,"score_gpt":0.326105590020113,"score_spread":0.2945886845465104,"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."}}