{"id":"W4406512302","doi":"10.1016/j.healun.2025.01.007","title":"The ACTION VAD registry: A collective five-year experience","year":2025,"lang":"en","type":"article","venue":"The Journal of Heart and Lung Transplantation","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; Stollery Children's Hospital","funders":"National Institutes of Health","keywords":"Action (physics); Collective action; Psychology; Business; Political science; Law; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.0002911178,0.00004862692,0.00007332061,0.00002942743,0.0001670062,0.00002707062,0.00006968013,0.00002757559,0.00000722599],"category_scores_gemma":[0.00001063172,0.00002846478,0.00002566575,0.0001062461,0.00002719675,0.0001087756,0.000001943628,0.000136337,8.644836e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002833889,"about_ca_system_score_gemma":0.00002694176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006051474,"about_ca_topic_score_gemma":0.00002097338,"domain_scores_codex":[0.9995831,0.00005301954,0.0001579286,0.00003284644,0.000101735,0.00007138055],"domain_scores_gemma":[0.999658,0.0001869835,0.0000361654,0.00006130143,0.00003564229,0.0000219481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.008600361,0.0001960352,0.08811575,0.003836663,0.002618286,0.0001177416,0.1446412,0.03754529,0.6100696,0.01563769,0.06902551,0.01959586],"study_design_scores_gemma":[0.005907396,0.0006029495,0.6222849,0.001692881,0.001885226,0.002087094,0.02616148,0.0971856,0.1846395,0.01032719,0.04635973,0.0008660459],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909308,0.001049355,0.006565959,0.0004395323,0.0003391625,0.00009447934,0.000001894091,0.00001662688,0.0005621665],"genre_scores_gemma":[0.9991559,0.0005838929,0.00005816478,0.00003979196,0.00003332709,0.000002178595,5.195926e-7,0.000003584595,0.0001225977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5341691,"threshold_uncertainty_score":0.1284493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01161636554185828,"score_gpt":0.2642821120694966,"score_spread":0.2526657465276383,"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."}}