{"id":"W3001117536","doi":"10.5430/ijhe.v8n6p288","title":"The Use of Innovative Pedagogical Technologies for Automation of the Specialists’ Professional Training","year":2019,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Engineering Education and Technology","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interactivity; Chatbot; Process (computing); Computer science; Automation; Task (project management); Mathematics education; Psychology; Knowledge management; Multimedia; Artificial intelligence; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0002300812,0.00005632158,0.0000967257,0.0001738599,0.00003390935,0.00003687301,0.0009339018,0.00005906853,0.00001268704],"category_scores_gemma":[0.0003309069,0.000032629,0.00006214241,0.0003001855,0.00006912741,0.0002998194,0.00007802945,0.0001356347,0.000001181442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006980137,"about_ca_system_score_gemma":0.0004088451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001823491,"about_ca_topic_score_gemma":5.339093e-7,"domain_scores_codex":[0.9991246,0.00002815517,0.0003945459,0.00007322421,0.0003121731,0.00006734452],"domain_scores_gemma":[0.9975146,0.0003120406,0.0006651981,0.0001831902,0.001316088,0.000008896871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00002185901,0.0001669343,0.004453015,0.00001237408,0.00006587162,9.422786e-8,0.001518747,0.0002373572,0.005089087,0.9139016,0.00571049,0.06882261],"study_design_scores_gemma":[0.0009471809,0.0002765052,0.4556179,0.0004723287,0.00001615064,0.0000854321,0.002467341,0.002332174,0.03200013,0.07183807,0.4337255,0.0002213149],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8836495,0.0002276601,0.03929328,0.0523717,0.02360621,0.0004155893,0.000006370208,0.0000587025,0.0003710458],"genre_scores_gemma":[0.9816028,0.000009265036,0.0164238,0.00008705776,0.0001260339,0.00001080318,0.000001543056,0.00000353583,0.001735185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8420635,"threshold_uncertainty_score":0.1735437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08785269511595115,"score_gpt":0.3816296486767288,"score_spread":0.2937769535607776,"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."}}