{"id":"W3108657998","doi":"10.15405/epsbs.2020.11.03.117","title":"Scientific Potential Of Teachers Of Secondary Vocational Education In Their Professional Communication","year":2020,"lang":"en","type":"article","venue":"˜The œEuropean Proceedings of Social & Behavioural Sciences","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; Preparedness; Competence (human resources); Professional development; Medical education; Professional communication; Work (physics); Pedagogy; Psychology; Mathematics education; Computer science; Engineering; Political science; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001499318,0.0000908143,0.0001324018,0.000140957,0.000429111,0.00009279938,0.001524503,0.00003137092,0.00001565708],"category_scores_gemma":[0.00002139756,0.00006851668,0.00005857626,0.001194541,0.0009759255,0.0007241319,0.0002693545,0.0001759826,0.000001729134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002560056,"about_ca_system_score_gemma":0.0006507351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004926366,"about_ca_topic_score_gemma":0.00001106295,"domain_scores_codex":[0.9986194,0.00006484822,0.0004607545,0.0002468123,0.0004744004,0.0001337845],"domain_scores_gemma":[0.9986041,0.0000379877,0.0005333327,0.00008810035,0.0007019909,0.00003453471],"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":[0.00002021131,0.001560897,0.0629814,0.0001428326,0.00002495159,1.712374e-7,0.09382424,0.00002716742,0.1400186,0.5153599,0.006071482,0.1799681],"study_design_scores_gemma":[0.0001602992,0.00007782363,0.9659333,0.00006335452,0.000006578658,0.000001921785,0.02541898,0.000263955,0.003010417,0.004759181,0.0001841972,0.0001200154],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835849,0.0001457588,0.0000554976,0.008967848,0.0001797794,0.0001560416,0.000007527477,0.00001504337,0.006887635],"genre_scores_gemma":[0.9977961,0.000005333702,0.001921041,0.00007427089,0.00005679298,0.000008304771,0.000008809393,0.000004735773,0.0001245805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9029519,"threshold_uncertainty_score":0.3595838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04583451833797353,"score_gpt":0.2983393980121938,"score_spread":0.2525048796742203,"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."}}