{"id":"W2171285198","doi":"10.7717/peerj.842","title":"A predictive model for canine dilated cardiomyopathy—a meta-analysis of Doberman Pinscher data","year":2015,"lang":"en","type":"article","venue":"PeerJ","topic":"Cardiovascular Conditions and Treatments","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Biotechnology and Biological Sciences Research Council; Hashemite University; British Heart Foundation","keywords":"Dilated cardiomyopathy; Cardiomyopathy; Medicine; Heart failure; Cardiology; Hypertrophic cardiomyopathy; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003698115,0.0001290767,0.00107453,0.0002000205,0.00002634688,0.000007525869,0.0001117412,0.00005340227,0.00004917123],"category_scores_gemma":[0.00009853798,0.00009571981,0.001238791,0.0004165538,0.00003335537,0.00008848456,0.0000837657,0.0000507494,0.000004768144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005541414,"about_ca_system_score_gemma":0.0001357305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000426938,"about_ca_topic_score_gemma":0.0001227864,"domain_scores_codex":[0.9989415,0.00003022589,0.000222962,0.000317154,0.0003495011,0.0001386172],"domain_scores_gemma":[0.9982132,0.00002557964,0.00007197484,0.00113242,0.0004136432,0.0001431879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0002422402,0.0003319426,0.00433449,0.00003805696,0.9556019,0.00007686066,0.000582388,0.03068568,0.0001142268,0.0001217031,0.007628012,0.0002424846],"study_design_scores_gemma":[0.001728156,0.00009148381,0.004701559,0.000001976356,0.5977511,0.00001970225,0.00004591317,0.3945386,0.00008697074,0.00006295366,0.0008944392,0.00007717025],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4794888,0.02070614,0.4367352,0.002220323,0.0003009899,0.004654136,0.04160967,0.0003253333,0.01395948],"genre_scores_gemma":[0.9900657,0.00001055638,0.002695018,0.00005430808,0.00003799171,0.0001086797,0.004824722,0.00001871796,0.002184296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5105769,"threshold_uncertainty_score":0.3903341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3278518992920185,"score_gpt":0.3805483020108328,"score_spread":0.05269640271881432,"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."}}