{"id":"W2807337910","doi":"10.1016/j.jogc.2018.02.019","title":"Choosing Wisely—Bloodwork for Preeclampsia","year":2018,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Preeclampsia; Pregnancy; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003499226,0.0002690566,0.0007073355,0.00177045,0.008701631,0.004325604,0.001450574,0.004421358,0.02151277],"category_scores_gemma":[0.05191128,0.0004315554,0.001253985,0.001872661,0.002215744,0.00276016,0.002083513,0.008709294,0.002876289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00701236,"about_ca_system_score_gemma":0.04770774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1065238,"about_ca_topic_score_gemma":0.2556807,"domain_scores_codex":[0.9937055,0.001786267,0.0005348456,0.0002534424,0.002347508,0.001372523],"domain_scores_gemma":[0.9673807,0.005767765,0.002503722,0.000682378,0.006060601,0.01760483],"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":[0.00020944,0.001422409,0.1632219,0.0003356469,0.0001838035,0.00254972,0.002429898,0.0001382595,0.0004796263,0.002783585,0.5475721,0.2786736],"study_design_scores_gemma":[0.0007171954,0.001681627,0.4829876,0.009163783,0.0009491243,0.01538253,0.05371448,0.001421124,0.001961941,0.0492534,0.3822049,0.0005623203],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06667276,0.006133712,0.0008279918,0.8705949,0.008159488,0.000143213,0.0002976233,0.0001625899,0.04700765],"genre_scores_gemma":[0.6649925,0.01346058,0.01183199,0.2747256,0.009855169,0.000152148,0.0004874581,0.0003358065,0.02415866],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1065238,"threshold_uncertainty_score":0.2118075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3031937619054425,"score_gpt":0.4554808322544016,"score_spread":0.1522870703489591,"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."}}