{"id":"W4392416040","doi":"10.5937/andstud2302009k","title":"Academic professionalisation and hybrid professionalism in adult education","year":2023,"lang":"en","type":"article","venue":"Andragoske studije","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Erasmus+; Julius-Maximilians-Universität Würzburg","keywords":"Engineering ethics; Sociology; Pedagogy; Mathematics education; Political science; Psychology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001214037,0.00008248349,0.0001029567,0.0001568308,0.0005270765,0.00003565935,0.0001248007,0.00008730107,0.00009526616],"category_scores_gemma":[0.001259244,0.00007891883,0.00001588041,0.0007009024,0.0001235668,0.0005492305,0.00005541958,0.0003313989,0.0002013717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007841145,"about_ca_system_score_gemma":0.0007975281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009428196,"about_ca_topic_score_gemma":0.0002937175,"domain_scores_codex":[0.9984378,0.0005002044,0.0002077324,0.0002435117,0.0003712376,0.0002395386],"domain_scores_gemma":[0.9991105,0.000431037,0.0001306404,0.00009357239,0.0001656839,0.0000686075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003077991,0.0002062373,0.5953413,0.00006247687,0.00001764608,0.000004401005,0.1837582,0.000008655992,0.0001830838,0.1023128,0.07304071,0.04503369],"study_design_scores_gemma":[0.0003010712,0.00001561468,0.5390357,0.0001817171,0.00001101368,0.000001352637,0.06042195,0.00001884323,0.00002778961,0.006682245,0.3931195,0.0001831607],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9406763,0.0002386667,0.000002298503,0.05064508,0.001240854,0.0003714153,0.000001796935,0.0001206473,0.006702972],"genre_scores_gemma":[0.9782582,0.0006681581,0.00006480939,0.0006902257,0.0003149593,0.0001461036,0.00003292011,0.00001047696,0.01981413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3200788,"threshold_uncertainty_score":0.40539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06560213830573283,"score_gpt":0.464085811343004,"score_spread":0.3984836730372712,"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."}}