{"id":"W4408427858","doi":"10.1016/j.cjcpc.2025.02.004","title":"Physician Perception of Fontan Failure, “Acceptable” Hemodynamics, Assessment, and Indications for Intervention—Results of a Multinational Survey","year":2025,"lang":"en","type":"article","venue":"CJC Pediatric and Congenital Heart Disease","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Alberta Hospital; University of Manitoba; St. Boniface Hospital","funders":"Medtronic","keywords":"Multinational corporation; Perception; Intervention (counseling); Medicine; Hemodynamics; Psychology; Cardiology; Business; Nursing; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003278109,0.0002064664,0.0002373649,0.0006415374,0.0003963532,0.0007028687,0.0003866031,0.0007525589,0.001381342],"category_scores_gemma":[0.007105742,0.0002479115,0.0003460696,0.0009892493,0.0005105051,0.0007202427,0.0008044242,0.0006302762,0.0003036269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005875472,"about_ca_system_score_gemma":0.0005634242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01061406,"about_ca_topic_score_gemma":0.009165105,"domain_scores_codex":[0.9983929,0.00073087,0.0002419012,0.0001766677,0.0002749732,0.0001828186],"domain_scores_gemma":[0.9924105,0.002072398,0.00329387,0.0002531368,0.0007921604,0.001177977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003990217,0.00006780722,0.997846,0.0000163704,0.00001251692,0.00003581036,0.0007580229,0.00003995658,0.00008761527,0.000007312015,0.0001847119,0.0009040309],"study_design_scores_gemma":[0.000005701118,0.0001359433,0.9975368,0.00001053187,0.00000557141,0.00007952038,0.001859194,0.0001333606,0.00002793069,0.000004424716,0.0001972532,0.000003613022],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998512,0.00008033466,0.00004611287,0.0001875843,0.000005908484,0.00002227802,0.0004943663,0.00000327376,0.0006480815],"genre_scores_gemma":[0.9991632,0.00009848673,0.00009086228,0.00015299,0.000008533454,0.00002735316,0.0003377539,0.000001912887,0.0001188813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01061406,"threshold_uncertainty_score":0.02110457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01291359224894479,"score_gpt":0.3225440990210625,"score_spread":0.3096305067721177,"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."}}