{"id":"W4408033317","doi":"10.3390/children12030306","title":"Mechanical Circulatory Support in Congenital Heart Disease","year":2025,"lang":"en","type":"review","venue":"Children","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Heart failure; Medicine; Heart disease; Psychosocial; Referral; Circulatory system; Disease; Intensive care medicine; Heart transplantation; Internal medicine; Cardiology; Nursing","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":[0.0002835093,0.0006721914,0.00193099,0.0004173602,0.00003712224,0.00005204947,0.0006172949,0.0005253836,0.000702513],"category_scores_gemma":[0.0001001884,0.0006718997,0.0006953476,0.0005232448,0.00003561661,0.0001185251,0.0001596061,0.0008657856,0.0007167861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002436382,"about_ca_system_score_gemma":0.0004571744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004285439,"about_ca_topic_score_gemma":0.000006493688,"domain_scores_codex":[0.9972779,0.0001233562,0.000984,0.0007001131,0.0003312247,0.0005833716],"domain_scores_gemma":[0.9983988,0.0001481272,0.00007414282,0.0009157468,0.00002068097,0.0004424339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001516376,0.0004760326,0.005706325,0.1127833,0.002352513,0.0007636344,0.00005182576,0.0001604517,0.000002701151,0.005678507,0.02985688,0.8421527],"study_design_scores_gemma":[0.0003785103,0.00001795138,0.002274355,0.006897215,0.001304784,0.00007717508,0.000002031005,0.0000923812,0.000001475475,0.0003726563,0.9871938,0.001387665],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001273252,0.9960966,0.00003463224,0.000007419315,0.0007074918,0.001223315,0.0003081391,0.0004762709,0.001018771],"genre_scores_gemma":[0.005649046,0.992079,0.00004830371,0.0001834727,0.0003119352,0.0003110814,0.001052046,0.0001956134,0.0001694989],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9573369,"threshold_uncertainty_score":0.9995732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01885973420252343,"score_gpt":0.2680673456240315,"score_spread":0.249207611421508,"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."}}