{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01021751,0.0002008672,0.0004164534,0.001905894,0.006007162,0.006433044,0.0006597787,0.001245762,0.001987419],"category_scores_gemma":[0.01054815,0.0001697369,0.0001859094,0.002101419,0.02742605,0.004352905,0.007551932,0.001792172,0.0001525465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003502445,"about_ca_system_score_gemma":0.003136774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001918542,"about_ca_topic_score_gemma":0.002141995,"domain_scores_codex":[0.9860766,0.01074746,0.0003774246,0.0006406809,0.001472145,0.0006855584],"domain_scores_gemma":[0.9859326,0.01058776,0.001263706,0.0006188665,0.0005917733,0.001005189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001397742,0.00002412759,0.002527691,0.00009272656,0.000002417832,0.0002581067,0.9455005,0.00003590303,0.0002283802,0.04115981,0.0002318292,0.009924524],"study_design_scores_gemma":[0.00001112453,0.00008634207,0.006981434,0.0004099479,0.00000902047,0.001286024,0.9224146,0.0002279373,0.0004760994,0.0222793,0.04579828,0.00001997351],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.910139,0.002651372,0.005055748,0.004488569,0.00007229942,0.00003788758,0.000012981,0.00002014387,0.07752201],"genre_scores_gemma":[0.9981107,0.0002574849,0.0003358211,0.0001057101,0.00001294803,0.000006531373,0.000002206388,0.000003205717,0.0011654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01021751,"threshold_uncertainty_score":0.05403602,"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."}}