{"id":"W3210832375","doi":"10.6084/m9.figshare.6456020.v1","title":"Mirams - CiPA Modelling Background Document","year":2018,"lang":"en","type":"article","venue":"Open MIND","topic":"Cardiovascular Function and Risk Factors","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002529406,0.001533986,0.001408363,0.001244136,0.00111417,0.003379274,0.004822396,0.002824786,0.1516389],"category_scores_gemma":[0.008010197,0.001093541,0.002186417,0.001030478,0.0004206777,0.00223453,0.002412651,0.002738473,0.05523856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001428228,"about_ca_system_score_gemma":0.003822502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01939175,"about_ca_topic_score_gemma":0.01333558,"domain_scores_codex":[0.9988872,0.0002247138,0.00007151574,0.0001253778,0.0006052132,0.00008584157],"domain_scores_gemma":[0.9963063,0.0009266317,0.0001362064,0.0004837852,0.001895164,0.0002518188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003996391,0.0001757203,0.001713523,0.002025519,0.0001758784,0.0003602415,0.0002564628,0.1989209,0.005775613,0.04197396,0.688677,0.05954548],"study_design_scores_gemma":[0.0001513511,0.00005950368,0.0005775328,0.0004578363,0.00006790624,0.0001386475,0.00007634044,0.1526761,0.00329288,0.01484871,0.8275558,0.00009739027],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00671905,0.002223804,0.434945,0.008628335,0.00367636,0.001604686,0.1893733,0.05501164,0.2978178],"genre_scores_gemma":[0.1013949,0.006181584,0.3902981,0.004015894,0.002147781,0.005699311,0.2633751,0.04162617,0.1852612],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1516389,"threshold_uncertainty_score":0.5072825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08834821151050957,"score_gpt":0.3425824756969608,"score_spread":0.2542342641864512,"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."}}