{"id":"W3094448917","doi":"10.15405/epsbs.2020.10.03.118","title":"Teacher's Professional Competence: New Challenges, Realities And Prospects","year":2020,"lang":"en","type":"article","venue":"˜The œEuropean Proceedings of Social & Behavioural Sciences","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competence (human resources); Structuring; Work (physics); Professional development; Knowledge management; Pedagogy; Political science; Engineering ethics; Sociology; Mathematics education; Psychology; Computer science; Engineering","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":[0.007859651,0.0002152197,0.0003803921,0.001764787,0.002569493,0.008046384,0.0007264626,0.00165021,0.003652258],"category_scores_gemma":[0.005750928,0.0001453479,0.0002187062,0.001406747,0.01092645,0.009608173,0.003069398,0.001958659,0.0003962024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003889861,"about_ca_system_score_gemma":0.004341961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002657502,"about_ca_topic_score_gemma":0.00360584,"domain_scores_codex":[0.9955493,0.002276944,0.0001374984,0.0004030905,0.001046156,0.0005869918],"domain_scores_gemma":[0.9941643,0.003044117,0.000380056,0.0004783524,0.001286736,0.0006464745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001459189,0.0002529778,0.01917075,0.0006858021,0.00001576909,0.0009511971,0.08368539,0.0008638929,0.001170291,0.6138455,0.008269067,0.2709435],"study_design_scores_gemma":[0.00002725117,0.0003375607,0.04712417,0.001235155,0.00002615232,0.002791777,0.3506302,0.002542699,0.00178814,0.2759298,0.3174658,0.0001012714],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5533136,0.0339139,0.01310653,0.1565189,0.001024569,0.00004962709,0.000188436,0.000104492,0.24178],"genre_scores_gemma":[0.9882122,0.004710743,0.001827227,0.0006025574,0.0002225825,0.00001954149,0.0000388855,0.00001710607,0.004349197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008046384,"threshold_uncertainty_score":0.04156631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08739316999285317,"score_gpt":0.2989336315138342,"score_spread":0.211540461520981,"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."}}