{"id":"W4312049752","doi":"10.20339/am.12-22.074","title":"Traditions and Innovations in Career Guidance Work of Railway Universities","year":2022,"lang":"en","type":"article","venue":"Alma mater Vestnik Vysshey Shkoly","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Nebraska Kearney; South Dakota School of Mines and Technology; Montclair State University; Arkansas Tech University; Northern Kentucky University; Kennesaw State University; University of Waterloo; University of Oregon; New Mexico State University; Texas Tech University; Western Kentucky University; Texas State University; Middle Tennessee State University; University of Cincinnati; Wichita State University; Boise State University; Montana State University; Illinois State University; Central Michigan University; University of Central Missouri; East Tennessee State University; Portland State University; Western Washington University; University of Akron; South Dakota State University; University of Pennsylvania; Edinboro University; James Madison University; Ohio State University; University of Louisville; University of Alabama; State University of New York; Purdue University","keywords":"Work (physics); Quality (philosophy); Institution; Guidance system; Higher education; Public relations; Cognitive Information Processing; Career development; Sociology; Engineering; Political science; Pedagogy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0001927079,0.00008791624,0.0001119791,0.0003316881,0.0001970739,0.00003920796,0.0003911853,0.00002264441,0.00008631754],"category_scores_gemma":[0.000002924811,0.00009880729,0.00001839179,0.001154823,0.00007372061,0.0003981848,0.000155461,0.0001247951,0.0000031561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007732985,"about_ca_system_score_gemma":0.0001381211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006364071,"about_ca_topic_score_gemma":0.00001692736,"domain_scores_codex":[0.9991565,0.00005205458,0.0002392543,0.0002142984,0.0001900658,0.0001478392],"domain_scores_gemma":[0.9994417,0.00005935461,0.00008349825,0.0002839938,0.0001055172,0.00002591959],"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":[0.000004436976,0.0001433599,0.007044242,0.00002047543,0.00001765051,0.000007417719,0.005628111,0.0003214954,0.0003883266,0.9816576,0.004080624,0.0006862743],"study_design_scores_gemma":[0.0006462139,0.0001810929,0.9382319,0.00006675242,0.00001100426,0.00005115572,0.01343354,0.0007134163,0.0009664958,0.02295823,0.02227453,0.0004656362],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851911,0.0003288033,0.002111839,0.008952229,0.000247842,0.000092275,0.00003426034,0.00003951918,0.003002096],"genre_scores_gemma":[0.9921423,0.00001577433,0.006581512,0.0003308055,0.00002094411,0.00005070326,0.00002153509,0.000006515455,0.0008299547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9586993,"threshold_uncertainty_score":0.4029244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03350752167941159,"score_gpt":0.2421055642388039,"score_spread":0.2085980425593923,"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."}}