{"id":"W3113561531","doi":"10.13033/isahp.y2020.015","title":"ANP SUPERMATRICES: LESSONS FROM HIERARCHIES","year":2020,"lang":"en","type":"article","venue":"ISAHP proceedings","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003493884,0.0001109263,0.0001194408,0.00002775253,0.0001460092,0.0002733724,0.0008608311,0.00003723643,0.00001846057],"category_scores_gemma":[0.00001605253,0.00009718879,0.00004823293,0.0005602809,0.00003337529,0.0005730027,0.0002581007,0.0001487082,0.0001327476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008034029,"about_ca_system_score_gemma":0.00001599629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002329883,"about_ca_topic_score_gemma":0.00000129258,"domain_scores_codex":[0.9990919,0.000003318117,0.0001433025,0.0003825722,0.0001679594,0.0002109945],"domain_scores_gemma":[0.9995816,0.00003855918,0.00004798426,0.0001155627,0.00005378342,0.00016256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001139163,0.00008977042,0.003883586,0.00004843984,0.00003636439,0.0000115417,0.009832753,0.00004445298,0.04806242,0.6387289,0.2586952,0.04055513],"study_design_scores_gemma":[0.0008220655,0.0001832316,0.009008836,0.00005982749,0.00003472488,0.00002017612,0.0006219172,0.1729118,0.02048117,0.04540585,0.7494406,0.001009842],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5951775,0.0006763801,0.09370045,0.2894503,0.0002669399,0.0004847716,0.00003899306,0.001732409,0.01847226],"genre_scores_gemma":[0.9813392,0.00005419895,0.01322402,0.004767599,0.0004513491,0.00003000247,0.000004043866,0.00001023115,0.00011938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5933231,"threshold_uncertainty_score":0.3963244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0387023024691459,"score_gpt":0.259427232569602,"score_spread":0.2207249301004561,"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."}}