{"id":"W2029667276","doi":"10.1136/bmj.39353.546933.be","title":"Device therapy in heart failure","year":2007,"lang":"en","type":"letter","venue":"BMJ","topic":"Cardiac pacing and defibrillation studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Heart failure; Computer science; Medicine; Data science; Cardiology","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":[0.003358942,0.000402679,0.001899581,0.000549175,0.001243856,0.001160411,0.0007243224,0.01376402,0.008679251],"category_scores_gemma":[0.02226787,0.0002699575,0.001053357,0.0006404714,0.001174817,0.001432416,0.0007711768,0.008352729,0.002484366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001457402,"about_ca_system_score_gemma":0.001481648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001307115,"about_ca_topic_score_gemma":0.004841893,"domain_scores_codex":[0.9972435,0.001637625,0.0003215376,0.0001463488,0.000470293,0.0001805981],"domain_scores_gemma":[0.9844333,0.01268783,0.0006502218,0.0002638082,0.0006112726,0.001353527],"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":[0.005332092,0.0005568494,0.00971859,0.002377022,0.0004508976,0.00566693,0.000350904,0.0002208138,0.001116544,0.0078238,0.8336298,0.1327557],"study_design_scores_gemma":[0.01427606,0.004120251,0.04365147,0.005490874,0.001210696,0.009607556,0.0007379338,0.0005719069,0.0006250847,0.02302564,0.8965706,0.0001119948],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009536822,0.04876771,0.0001587343,0.8846867,0.03681723,0.00005512072,0.0004114506,0.0000228455,0.01954328],"genre_scores_gemma":[0.06770512,0.02863866,0.000408202,0.7493996,0.1461986,0.0002186448,0.0002946571,0.00001134988,0.007125191],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01376402,"threshold_uncertainty_score":0.02903497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04915401585690325,"score_gpt":0.3563728603769633,"score_spread":0.30721884452006,"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."}}