{"id":"W7034609716","doi":"","title":"Variational Learning for Finite Inverted Dirichlet Mixture Models and Its Applications","year":2015,"lang":"en","type":"dissertation","venue":"Spectrum Research Repository (Concordia University)","topic":"Artificial Immune Systems Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Concordia University","keywords":"Tubulopathy; Nucleofection; Sulfinpyrazone; Articular cartilage damage; Gestational period; TSG101","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.005304106,0.001356601,0.001884028,0.001895404,0.0008734118,0.00228113,0.003361569,0.002185895,0.004435289],"category_scores_gemma":[0.01859577,0.001242968,0.002858315,0.001780179,0.002276281,0.002362482,0.003111989,0.003827872,0.0008724324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00271634,"about_ca_system_score_gemma":0.001932584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01168724,"about_ca_topic_score_gemma":0.009168361,"domain_scores_codex":[0.9977635,0.001238349,0.0001006747,0.0003847063,0.0003775793,0.0001353156],"domain_scores_gemma":[0.9927192,0.006072937,0.000268571,0.0002510562,0.0005260791,0.000162291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004218142,0.00004823089,0.001037991,0.00022534,0.0001284203,0.0001069772,0.0003070851,0.4403772,0.0007686645,0.5093188,0.003170226,0.04446892],"study_design_scores_gemma":[0.000004685108,0.000007205415,0.00008359596,0.00002424797,0.000009383268,0.00002014388,0.00001694639,0.8795198,0.000132257,0.1184453,0.001723827,0.00001268197],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001594428,0.0007167152,0.9957874,0.0003569421,0.00004754839,0.00002987074,0.00006982079,0.00007707957,0.001320069],"genre_scores_gemma":[0.2379798,0.004867075,0.7388524,0.0007638199,0.0006704426,0.0008903709,0.001314682,0.0005072745,0.01415408],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01168724,"threshold_uncertainty_score":0.02805114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03796083656269161,"score_gpt":0.2828767718142631,"score_spread":0.2449159352515715,"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."}}