{"id":"W1977658012","doi":"10.5539/res.v7n5p25","title":"Functioning of Information Educational Environment: Meta Dynamic Approach","year":2015,"lang":"en","type":"article","venue":"Review of European Studies","topic":"Educational Methods and Teacher Development","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Kazan Federal University","keywords":"Computer science; Restructuring; Process (computing); Context (archaeology); Set (abstract data type); Value (mathematics); Order (exchange); Machine learning","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003362195,0.0006991203,0.0006970526,0.007379281,0.001414806,0.00960565,0.001462496,0.001376666,0.00359771],"category_scores_gemma":[0.005548372,0.0005203352,0.001279723,0.00492305,0.005961512,0.01340125,0.003279703,0.001470949,0.0006107501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004877331,"about_ca_system_score_gemma":0.003651297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002102803,"about_ca_topic_score_gemma":0.001500074,"domain_scores_codex":[0.9945084,0.002694729,0.0003941807,0.0006605709,0.001414817,0.0003272777],"domain_scores_gemma":[0.9953582,0.002419272,0.0004932469,0.0007557322,0.0007813433,0.0001922009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002306922,0.00002308837,0.002584502,0.0004157624,0.00005967424,0.0002170889,0.002926651,0.002248502,0.0006034907,0.9389635,0.0007117657,0.05122297],"study_design_scores_gemma":[0.00001705415,0.00007895965,0.004457871,0.0007527556,0.0001496651,0.001011596,0.005727173,0.01874952,0.001974297,0.8849627,0.0820596,0.00005886031],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02842166,0.01188768,0.8143247,0.005158003,0.0002075007,0.0002497041,0.0002736242,0.0003548692,0.1391222],"genre_scores_gemma":[0.7824528,0.008822296,0.1952171,0.0005331105,0.0002259891,0.0004611004,0.0002642098,0.0001496394,0.01187377],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00960565,"threshold_uncertainty_score":0.03538764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1557121504784903,"score_gpt":0.3446040476308648,"score_spread":0.1888918971523745,"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."}}