{"id":"W2601460002","doi":"10.1002/ejhf.209","title":"Steps Forward in Regulatory Pathways for Acute and Chronic Heart failure","year":2015,"lang":"en","type":"review","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"Agenzia Italiana del Farmaco, Ministero della Salute","keywords":"Medicine; Context (archaeology); Multidisciplinary approach; Heart failure; Authorization; Health care; Intensive care medicine; Computer science","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":[0.02946282,0.0008740399,0.001672307,0.001944501,0.0009932687,0.005072011,0.002157632,0.006883791,0.006263076],"category_scores_gemma":[0.01243307,0.0005576398,0.001717982,0.002066965,0.003034709,0.009344296,0.003021629,0.01098153,0.001646094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003300767,"about_ca_system_score_gemma":0.01946908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003049185,"about_ca_topic_score_gemma":0.005761429,"domain_scores_codex":[0.9937544,0.003478896,0.0005568353,0.0003494419,0.001332097,0.0005282729],"domain_scores_gemma":[0.9889297,0.007671139,0.0008912028,0.0003336307,0.001603639,0.0005706232],"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":[0.0002016463,0.0003022405,0.0002669345,0.02379677,0.0001341756,0.0003433126,0.001204045,0.0005802688,0.0007485508,0.2157911,0.1149097,0.6417214],"study_design_scores_gemma":[0.00005231942,0.00008007135,0.0003562404,0.01122562,0.00003967666,0.0001348114,0.0004930882,0.00007815596,0.0001135678,0.02515763,0.9622475,0.00002122451],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002407897,0.9172958,0.001103208,0.07336917,0.00375248,0.00005792974,0.0000442586,0.00003039094,0.004105864],"genre_scores_gemma":[0.012092,0.9301378,0.008042865,0.04403714,0.00245297,0.0003097601,0.0001689719,0.00002248528,0.002735971],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02946282,"threshold_uncertainty_score":0.1558162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04096382842213057,"score_gpt":0.3159866944096972,"score_spread":0.2750228659875666,"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."}}