{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002134679,0.0003083836,0.0001803782,0.0007548112,0.000360891,0.001726448,0.0004877167,0.0006487237,0.001698247],"category_scores_gemma":[0.009733526,0.0001763147,0.0003613364,0.0003464425,0.0005914707,0.001255997,0.0011183,0.0006021331,0.0003638109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004156915,"about_ca_system_score_gemma":0.0008413394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001592283,"about_ca_topic_score_gemma":0.0002481617,"domain_scores_codex":[0.9965732,0.001795126,0.0001775537,0.0002642793,0.0009323166,0.0002574404],"domain_scores_gemma":[0.9901813,0.006737634,0.001568304,0.0006180664,0.0004347191,0.0004599568],"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":[0.0005353654,0.002915428,0.156445,0.001958335,0.00009763848,0.001713963,0.07653461,0.001931175,0.05721524,0.008672415,0.003607253,0.6883734],"study_design_scores_gemma":[0.0003081727,0.008251091,0.6921667,0.001686676,0.0004031328,0.01318747,0.07546989,0.01597566,0.03929335,0.01280307,0.1401376,0.0003171626],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9657638,0.0004875211,0.02348584,0.0005519345,0.00003488327,0.0001296519,0.00002354863,0.0001706822,0.009352222],"genre_scores_gemma":[0.9798852,0.0002907934,0.01821648,0.0001025647,0.0000316536,0.00009040478,0.00002597992,0.00001064283,0.001346252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002134679,"threshold_uncertainty_score":0.01128942,"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."}}