{"id":"W4397004929","doi":"10.33272/2522-9729-2023-2(215)-124-129","title":"Formation of professional competence of future bachelors of chemical engineering in institutions of higher education: international experience","year":2024,"lang":"en","type":"article","venue":"Image of the modern pedagogue","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competence (human resources); Engineering ethics; Higher education; Pedagogy; Political science; Psychology; Engineering; Social psychology; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.006688532,0.0003616792,0.0003799771,0.000971965,0.004936184,0.003999393,0.0006758468,0.0009183756,0.006777402],"category_scores_gemma":[0.005689704,0.0002459574,0.0004124529,0.0007797579,0.002396923,0.00276109,0.005200437,0.0021634,0.001168279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001621993,"about_ca_system_score_gemma":0.002703608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001304368,"about_ca_topic_score_gemma":0.002155225,"domain_scores_codex":[0.9966683,0.001235332,0.0001103087,0.0002760594,0.0007016319,0.001008493],"domain_scores_gemma":[0.9956769,0.0005938833,0.0002770074,0.0001696409,0.0005835571,0.002699045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003360039,0.002350365,0.06009725,0.000695362,0.00002676818,0.002197035,0.60089,0.0006641629,0.008667797,0.02458465,0.0242558,0.2752348],"study_design_scores_gemma":[0.00003847463,0.001773116,0.07168078,0.000485936,0.00002658723,0.004631593,0.4522558,0.001034883,0.009445653,0.002696435,0.4557913,0.0001394363],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9252725,0.00308044,0.002586036,0.002271362,0.0003371117,0.00007589468,0.00004355207,0.00005433682,0.06627879],"genre_scores_gemma":[0.9746002,0.001757825,0.001042218,0.0004325976,0.000105039,0.00002142058,0.00005988816,0.00003406069,0.02194683],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.006777402,"threshold_uncertainty_score":0.03537279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03895117784385778,"score_gpt":0.3442973702826821,"score_spread":0.3053461924388244,"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."}}