{"id":"W1988841627","doi":"10.1016/j.cjca.2013.12.005","title":"A Novel Approach to Drug Development in Heart Failure: Towards Personalized Medicine","year":2013,"lang":"en","type":"review","venue":"Canadian Journal of Cardiology","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Heart failure; Intensive care medicine; Personalized medicine; Clinical trial; Drug; Identification (biology); Drug development; Internal medicine; Bioinformatics; Pharmacology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001970856,0.0008540786,0.002282376,0.002410842,0.0003720215,0.001843465,0.001283807,0.001931696,0.003353672],"category_scores_gemma":[0.002088948,0.000307658,0.0008029497,0.001770363,0.001142865,0.002232205,0.001109584,0.003873558,0.001447643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00139574,"about_ca_system_score_gemma":0.002617091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001694511,"about_ca_topic_score_gemma":0.004448663,"domain_scores_codex":[0.9993432,0.0001730122,0.00007572484,0.00008975275,0.0002694816,0.00004877632],"domain_scores_gemma":[0.9983429,0.001031275,0.0001667915,0.00004118329,0.0003123287,0.0001056159],"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":[0.00008236128,0.0001821621,0.0003010462,0.01336993,0.0001627176,0.0002053282,0.00008224355,0.0005413645,0.001408944,0.01410018,0.03856537,0.9309983],"study_design_scores_gemma":[0.0001134344,0.0002774605,0.001202483,0.006336953,0.0003219219,0.001228586,0.00008122012,0.0005451551,0.0006570613,0.009679056,0.9795113,0.00004530822],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000154065,0.9947061,0.000863661,0.002223341,0.0004053663,0.000009617635,0.00001992514,0.0000201524,0.001597842],"genre_scores_gemma":[0.001937705,0.9933646,0.001408654,0.001755738,0.000727581,0.0000139214,0.00002956978,0.000003373863,0.000758874],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003353672,"threshold_uncertainty_score":0.0112192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0676058130673429,"score_gpt":0.3096985819632859,"score_spread":0.242092768895943,"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."}}