{"id":"W4238493437","doi":"10.3410/f.729070256.793543942","title":"Faculty Opinions recommendation of Transcatheter occlusion of the patent ductus arteriosus in 747 infants <6 kg: insights from the NCDR IMPACT registry.","year":2018,"lang":"en","type":"dataset","venue":"Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature","topic":"Cardiovascular Conditions and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Ductus arteriosus; Medicine; Pediatrics; Cardiology","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":[0.001217853,0.001153775,0.001428971,0.002131061,0.0004347855,0.00188343,0.002107226,0.001838682,0.04194511],"category_scores_gemma":[0.01379008,0.00049464,0.001716391,0.003786119,0.0002277914,0.001135295,0.001338437,0.001570714,0.02869012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00116275,"about_ca_system_score_gemma":0.002489081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02564384,"about_ca_topic_score_gemma":0.05370001,"domain_scores_codex":[0.9987204,0.0001846,0.0002962962,0.0003824585,0.0002733487,0.0001429364],"domain_scores_gemma":[0.9946672,0.001393044,0.001556008,0.0007653725,0.001160824,0.0004575232],"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":[0.0004247925,0.00004342008,0.01837492,0.001234401,0.0002654015,0.00005493767,0.00001729931,0.0002709414,0.00007865376,0.0003944268,0.9728334,0.0060075],"study_design_scores_gemma":[0.002822579,0.0001143372,0.1311717,0.003150151,0.0008196649,0.0005488813,0.0001730274,0.001755687,0.0006586462,0.002844615,0.8558162,0.0001243743],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0005372696,0.0001474335,0.00004691926,0.0001582968,0.00002457253,0.00001512724,0.9982476,0.0000644254,0.0007583779],"genre_scores_gemma":[0.002306855,0.0002078667,0.0002287795,0.0002058251,0.00003783192,0.0001037471,0.9958959,0.00003212616,0.0009810847],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.04194511,"threshold_uncertainty_score":0.1403204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03097116591872903,"score_gpt":0.3341164159619513,"score_spread":0.3031452500432223,"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."}}