{"id":"W4237744301","doi":"10.3410/f.735362301.793578446","title":"Faculty Opinions recommendation of Pregnancy-Adapted YEARS Algorithm for Diagnosis of Suspected Pulmonary Embolism.","year":2020,"lang":"en","type":"dataset","venue":"Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature","topic":"Advanced Technologies in Various Fields","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Pulmonary embolism; Medicine; Pregnancy; Algorithm; Obstetrics; Computer science; Internal medicine; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005432793,0.0005002925,0.001166523,0.0004134769,0.00014613,0.00008007033,0.00476429,0.0009536623,0.00005786482],"category_scores_gemma":[0.008348396,0.0003753297,0.0006559934,0.003373291,0.0003746704,0.0004945275,0.001648031,0.00103325,0.00001112611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001058987,"about_ca_system_score_gemma":0.0004552435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002476616,"about_ca_topic_score_gemma":0.000002143286,"domain_scores_codex":[0.9955012,0.0002474692,0.001750712,0.0008952589,0.001218616,0.0003867552],"domain_scores_gemma":[0.9901996,0.0003859193,0.002191799,0.00226087,0.004771796,0.0001900105],"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":[0.000003942458,0.0003087878,0.000001608001,0.003375998,0.000109952,6.336574e-7,0.00007480758,2.416806e-7,8.602744e-7,0.00185031,0.9204102,0.07386267],"study_design_scores_gemma":[0.0004549496,0.0002167917,0.0002568469,0.009834363,0.000104346,0.00001880655,0.00001621261,0.000333933,0.00008549207,0.0004514178,0.987893,0.0003338736],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[3.093032e-8,0.001389681,0.02269139,0.1206149,0.0009326555,0.001897569,0.8523248,0.0001314346,0.0000175071],"genre_scores_gemma":[0.000003017161,0.001205543,0.0602964,0.001262403,0.0001161499,0.0007305943,0.936237,0.00002497144,0.0001238747],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1193525,"threshold_uncertainty_score":0.9998699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03060796457942202,"score_gpt":0.3335960442672479,"score_spread":0.3029880796878259,"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."}}