{"id":"W2750245872","doi":"10.5539/ass.v13n9p26","title":"Research on Consistent Pattern of Development of the Educators’ Ability to Self-Improvement","year":2017,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Enterprise Management and Information Systems","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Component (thermodynamics); Object (grammar); Field (mathematics); Psychology; Cognition; Computer science; Tuple; Professional development; Development (topology); Fuzzy logic; Mathematics education; Cognitive psychology; Artificial intelligence; Mathematics; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002663957,0.00007225278,0.0001159835,0.0001775604,0.001483557,0.0003116325,0.001189097,0.0000210066,0.00003283352],"category_scores_gemma":[0.0001172872,0.00005158347,0.00004810857,0.0004533944,0.000396409,0.0006048654,0.0008612869,0.0000720285,0.00008351517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001161895,"about_ca_system_score_gemma":0.0001393177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002216332,"about_ca_topic_score_gemma":0.00005262848,"domain_scores_codex":[0.9983315,0.00001191032,0.0003358756,0.000179739,0.0008959553,0.000245043],"domain_scores_gemma":[0.9987826,0.00001148176,0.0003738829,0.0004381987,0.0003780136,0.00001576778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002852273,0.0005033881,0.1272537,0.0007293573,0.00003636714,2.68299e-7,0.01912487,0.000001566775,0.003338549,0.06632569,0.00924208,0.7734156],"study_design_scores_gemma":[0.0001882483,0.00001647328,0.944848,0.00009011557,0.00000557298,2.534735e-8,0.01009498,0.00001984635,0.00222811,0.0001969384,0.04220384,0.0001078346],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5583863,4.852e-7,0.00004196739,0.001666741,0.0004585858,0.0004002485,7.119484e-7,0.00001053033,0.4390345],"genre_scores_gemma":[0.9992552,1.167522e-7,0.00004580308,0.0003843971,0.0001674679,0.00002337114,3.741467e-7,0.000003447097,0.0001198442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8175943,"threshold_uncertainty_score":0.9998164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04980499535996201,"score_gpt":0.3346055516750888,"score_spread":0.2848005563151267,"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."}}