{"id":"W2910745345","doi":"","title":"Dosing of Warfarin in Iranian Adult Patients with An Artificial Heart Valve Using Artificial Neural Networks","year":2018,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Dosing; Warfarin; Artificial heart; Biomedicine; Medicine; Artificial neural network; Cardiac valve; Internal medicine; Artificial intelligence; Computer science; Bioinformatics; Biology","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":[0.0005806866,0.0003584191,0.0003420341,0.0006786039,0.0001323167,0.0004921051,0.0003183426,0.0003321527,0.0006587041],"category_scores_gemma":[0.003057179,0.000121632,0.0004868196,0.0004434194,0.00008661454,0.0002756287,0.000174765,0.0003698668,0.000120035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005291949,"about_ca_system_score_gemma":0.000488884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007643732,"about_ca_topic_score_gemma":0.008703059,"domain_scores_codex":[0.999688,0.00008355101,0.00005504996,0.00006729314,0.00008737029,0.00001872498],"domain_scores_gemma":[0.9991702,0.0004168673,0.0001858912,0.00003045106,0.0001722886,0.00002433918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009519759,0.0005326307,0.6305913,0.000302092,0.0004308507,0.0005198361,0.0001895891,0.1803409,0.001828847,0.000375727,0.002908034,0.1810282],"study_design_scores_gemma":[0.00003742112,0.0003408389,0.1304762,0.00007851605,0.0001780414,0.0004575665,0.0001302559,0.8644325,0.002088571,0.0006319074,0.001115163,0.00003304368],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9679878,0.00164193,0.02419387,0.001110269,0.0001102125,0.00009499606,0.0009989644,0.000183765,0.003678174],"genre_scores_gemma":[0.9899747,0.0004184046,0.008584772,0.00006306081,0.00002882108,0.00002377407,0.0005073352,0.000003615975,0.0003955674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007643732,"threshold_uncertainty_score":0.01519847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3389059155051443,"score_gpt":0.5468060382270945,"score_spread":0.2079001227219502,"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."}}