{"id":"W7100883156","doi":"","title":"Copyright © Canadian Academy of Oriental and Occidental Culture Research Into Modularized Educational Equilibrium Information System Based on Automatic Network Matching","year":2015,"lang":"en","type":"article","venue":"","topic":"Environmental, Ecological, and Cultural Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Matching (statistics); Information system; Line (geometry); Information technology; Information processing; Network analysis","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001148696,0.0004716788,0.0004098739,0.001896851,0.001205377,0.004146742,0.0008431724,0.0004833533,0.03242999],"category_scores_gemma":[0.006155159,0.0002209105,0.0004429184,0.002007971,0.00106711,0.002499841,0.0008081187,0.0004824515,0.003150337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005059797,"about_ca_system_score_gemma":0.007531303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.441793,"about_ca_topic_score_gemma":0.3253331,"domain_scores_codex":[0.9992412,0.0001504455,0.00003878732,0.0002711653,0.0002189335,0.00007936054],"domain_scores_gemma":[0.9979478,0.0005576797,0.0001273513,0.000298743,0.0009638999,0.0001046863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002653746,0.000234348,0.04966545,0.0004475018,0.0002000671,0.000220096,0.001063121,0.03934776,0.005532949,0.1673659,0.03950064,0.6961567],"study_design_scores_gemma":[0.00008704483,0.0001280855,0.1162509,0.0003452345,0.0003002165,0.0003343532,0.003339157,0.6717497,0.008391663,0.07646477,0.1224389,0.0001700631],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.3637686,0.004178145,0.2686857,0.008526068,0.00166855,0.0005224295,0.004164278,0.002840797,0.3456455],"genre_scores_gemma":[0.8822298,0.001937405,0.07540219,0.0002767878,0.0001083065,0.00009395567,0.00144798,0.000133299,0.0383703],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.96757,"threshold_uncertainty_score":0.8784429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04284983884294524,"score_gpt":0.3312539306207309,"score_spread":0.2884040917777857,"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."}}