{"id":"W4404363847","doi":"10.1161/circ.150.suppl_1.4139555","title":"Abstract 4139555: Transitions Between Heart Failure States in Adult Patients with Congenital Heart Disease","year":2024,"lang":"en","type":"article","venue":"Circulation","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"","keywords":"Medicine; Heart failure; Cardiology; Heart disease; Disease; Internal medicine; Intensive care medicine","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":[0.001730399,0.0003398361,0.0005182153,0.0008099438,0.0006064345,0.0009577487,0.001224399,0.0006992032,0.007862168],"category_scores_gemma":[0.007943809,0.0002178612,0.001055823,0.001452424,0.0003158013,0.0004443588,0.0007273992,0.001180913,0.0008214121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003865073,"about_ca_system_score_gemma":0.004592941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5011512,"about_ca_topic_score_gemma":0.5024663,"domain_scores_codex":[0.9991832,0.000219436,0.00006606641,0.0002892942,0.00008909295,0.0001528738],"domain_scores_gemma":[0.9962191,0.00164022,0.0008567162,0.0003438162,0.000535185,0.0004049823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000241795,0.00009367034,0.9724101,0.00008827234,0.0001953833,0.00009950096,0.0001162541,0.00962636,0.00005718493,0.0005794676,0.0105244,0.005967516],"study_design_scores_gemma":[0.0001621832,0.0002000507,0.8900816,0.000212201,0.0001926796,0.0002198154,0.0003454163,0.09691466,0.0001535887,0.001832628,0.009628193,0.00005700178],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.786947,0.0008960895,0.004770142,0.002431153,0.0001255134,0.0002271898,0.2004356,0.0001996584,0.003967702],"genre_scores_gemma":[0.9365435,0.0002007436,0.001743348,0.0002032868,0.00004118938,0.0001910432,0.0597092,0.00001329776,0.00135437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5011512,"threshold_uncertainty_score":0.9964684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01136037560427446,"score_gpt":0.2586860661995266,"score_spread":0.2473256905952521,"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."}}