{"id":"W4385766042","doi":"10.1136/openhrt-2022-002151","title":"Systematic review of validated case definitions to identify hypertensive disorders of pregnancy in administrative healthcare databases","year":2023,"lang":"en","type":"review","venue":"Open Heart","topic":"Pregnancy and preeclampsia studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Heart Research Centre; Ottawa Hospital; Kingston Health Sciences Centre; University of Ottawa","funders":"Health Canada; Public Health Agency; Public Health Agency of Canada","keywords":"CINAHL; Medicine; MEDLINE; Predictive value; Systematic review; Database; Internal medicine; Computer science; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006231967,0.0003827473,0.005904817,0.000259281,0.00007469877,0.00001242615,0.0002943716,0.0001143952,0.00004409857],"category_scores_gemma":[0.00256224,0.0002923233,0.000423765,0.001221489,0.00008069041,0.0001113617,0.0004317168,0.0003151027,0.00008392827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000636037,"about_ca_system_score_gemma":0.0007746983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001254992,"about_ca_topic_score_gemma":0.001555686,"domain_scores_codex":[0.9961349,0.0007975061,0.002003839,0.0004942926,0.0002916433,0.0002778127],"domain_scores_gemma":[0.9968296,0.001035911,0.000671195,0.001030677,0.0002913332,0.0001413287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000008183241,0.0001191688,0.00001312209,0.994982,0.0004158301,0.0006348629,0.0001976397,1.606347e-8,1.670817e-7,0.0002632829,0.001209041,0.002156697],"study_design_scores_gemma":[0.0002318658,0.0002350694,0.00001454749,0.9844941,0.003121788,0.001075306,0.0004800713,1.136714e-7,0.000002401543,0.00003539187,0.01009233,0.0002170065],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003260911,0.9828075,0.000002507213,0.0005753546,0.00009118197,0.01356972,0.00219427,0.00002056434,0.0007356501],"genre_scores_gemma":[0.00006280197,0.9955244,0.0004408912,0.0002891087,0.00000978697,0.00272735,0.0007418201,0.00005120952,0.0001526148],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01271693,"threshold_uncertainty_score":0.9999529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4027433922966434,"score_gpt":0.5009461512983623,"score_spread":0.09820275900171893,"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."}}