{"id":"W4390732038","doi":"10.1159/000535121","title":"International Online Survey on the Management of Patent Ductus Arteriosus","year":2024,"lang":"en","type":"article","venue":"Neonatology","topic":"Cardiovascular Conditions and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Ductus arteriosus; Neonatal intensive care unit; Pediatrics; Internal medicine","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":[0.003621471,0.0002156387,0.0003083205,0.001289313,0.0002366596,0.0005555326,0.000348933,0.0005536532,0.005173991],"category_scores_gemma":[0.01442206,0.000149409,0.0003294604,0.001683754,0.0002953561,0.001171066,0.0008685262,0.0008182455,0.001325523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005760638,"about_ca_system_score_gemma":0.0006170839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00260767,"about_ca_topic_score_gemma":0.002424703,"domain_scores_codex":[0.9961379,0.001620421,0.0008232492,0.0003708556,0.0006833944,0.000364058],"domain_scores_gemma":[0.9787055,0.005590539,0.0104984,0.000485053,0.002950369,0.001770182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006359091,0.0001556531,0.9581982,0.0005066665,0.00005754001,0.00009304798,0.001382304,0.000120735,0.0001944053,0.0001561819,0.01320019,0.02587149],"study_design_scores_gemma":[0.000009461678,0.0001751517,0.9871679,0.0003185714,0.00001634012,0.000252153,0.001782595,0.0002309647,0.00008728056,0.00007663474,0.009867733,0.00001518134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9367639,0.002004615,0.001291074,0.00675772,0.0001592907,0.0006379234,0.02976715,0.0001032494,0.02251514],"genre_scores_gemma":[0.9804429,0.002611788,0.001920602,0.002418294,0.0001584867,0.0007659987,0.009984815,0.00002126084,0.001675797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005173991,"threshold_uncertainty_score":0.0191524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0566165087429145,"score_gpt":0.3041676615533071,"score_spread":0.2475511528103926,"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."}}