{"id":"W4367174564","doi":"10.1002/ejhf.2866","title":"April 2023 at a Glance: Focus on Diagnosis and Comorbidities","year":2023,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Cardiac Structural Anomalies and Repair","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Radiological weapon; Cardiac catheterization; General surgery; Internal medicine; Surgery","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":[0.0003347444,0.0001178344,0.0003119407,0.0001178154,0.0001136955,0.00002435032,0.00004984449,0.00002204594,0.0001877241],"category_scores_gemma":[0.00007347478,0.00007678714,0.0002121918,0.0001532599,0.0000783191,0.00004473972,0.00007701949,0.0002346021,0.0002157367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002990051,"about_ca_system_score_gemma":0.00001819354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004085087,"about_ca_topic_score_gemma":0.000003544538,"domain_scores_codex":[0.9990593,0.0001213374,0.0002587403,0.0001162906,0.0002635188,0.0001808114],"domain_scores_gemma":[0.9994354,0.00009751452,0.00009667543,0.0001301117,0.0000715859,0.0001687101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002034673,0.00001526719,0.0479445,0.00005862632,0.00009970988,0.001738501,0.0002647014,0.000009654332,0.001585791,0.00004018189,0.944232,0.003807622],"study_design_scores_gemma":[0.0009368214,0.0007697618,0.3597322,0.0002512951,0.0000478233,0.002084467,0.0003043439,0.000004643781,0.0007837413,0.00003190314,0.634967,0.00008604053],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9554899,0.0009715895,5.711547e-7,0.04116406,0.0003973469,0.00008116716,0.00001442641,0.00003819205,0.001842784],"genre_scores_gemma":[0.9944671,0.000770491,0.0003587561,0.000588064,0.001091905,9.822995e-7,0.00000417946,0.00002720198,0.002691346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3117877,"threshold_uncertainty_score":0.3131289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01759440666000158,"score_gpt":0.2511935644275297,"score_spread":0.2335991577675281,"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."}}