{"id":"W2113012774","doi":"10.5539/ass.v10n21p275","title":"Information Processing of Text in the System of Teaching Languages at Technical HEIs","year":2014,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Foreign Language Teaching Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competence (human resources); Novelty; Informatization; Computer science; Information processing; Knowledge management; Psychology; World Wide Web; Cognitive psychology; Social psychology","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":[0.001518946,0.0004144702,0.0002834131,0.002576537,0.0013596,0.005410863,0.0007647703,0.0005867598,0.01435564],"category_scores_gemma":[0.004983996,0.0001564499,0.0003534322,0.002338135,0.001835683,0.003481386,0.001455565,0.000508557,0.004072738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001687055,"about_ca_system_score_gemma":0.002359382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001944017,"about_ca_topic_score_gemma":0.001710978,"domain_scores_codex":[0.9978284,0.001035175,0.0001774061,0.000366327,0.0004904752,0.0001022248],"domain_scores_gemma":[0.9976611,0.001155287,0.0002087534,0.0003754179,0.0004966076,0.0001027935],"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":[0.0003112159,0.0002728621,0.008031556,0.001937856,0.00005925968,0.001396927,0.03020176,0.003018413,0.03088172,0.2693592,0.02122605,0.6333032],"study_design_scores_gemma":[0.00006284998,0.0003490552,0.0198172,0.0009913869,0.0001198736,0.00262344,0.01413537,0.02766184,0.04981457,0.1406261,0.7436751,0.0001232199],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1769648,0.004141648,0.4588698,0.003371495,0.0006277903,0.001100105,0.001670077,0.004026667,0.3492277],"genre_scores_gemma":[0.632845,0.002835408,0.239523,0.0003324343,0.0002460888,0.0005117835,0.001592155,0.000459215,0.1216549],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01435564,"threshold_uncertainty_score":0.04802436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01249815264013029,"score_gpt":0.3503918398477993,"score_spread":0.337893687207669,"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."}}