{"id":"W7133034031","doi":"","title":"Understanding teaching in Polish MBA programs: a case study of perspectives of Polish academic teachers","year":2004,"lang":"","type":"dissertation","venue":"TSpace","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); Context (archaeology); Process (computing); Professional development; Point (geometry); Higher education","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002829803,0.0007225635,0.001001043,0.002526743,0.000375104,0.0002956609,0.0005917136,0.0004629867,0.0001412508],"category_scores_gemma":[0.0008569165,0.000834311,0.0002328041,0.001685296,0.0001393212,0.001304469,0.0002348896,0.001565964,0.000004119641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009859983,"about_ca_system_score_gemma":0.0002363841,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08180311,"about_ca_topic_score_gemma":0.01944108,"domain_scores_codex":[0.9958677,0.0002288534,0.001355179,0.0009867041,0.00082435,0.0007372134],"domain_scores_gemma":[0.9964396,0.0001559403,0.002578746,0.0005285308,0.0002541588,0.00004302676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003897423,0.00487315,0.1484031,0.005824407,0.0005061724,0.0001809717,0.8230234,0.0002486465,0.00014648,0.01096328,0.0007096913,0.004730976],"study_design_scores_gemma":[0.00239158,0.000145825,0.00981407,0.003139585,0.0007832585,0.000009745428,0.9818991,0.0002408882,0.000005907835,0.0007011965,0.0001971749,0.000671658],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9633444,0.0007346431,0.00006033888,0.0003055205,0.0007467635,0.003047,0.000001275602,0.00009324625,0.03166681],"genre_scores_gemma":[0.9959278,0.0001271444,0.00009097694,0.00002662733,0.0005653854,0.0001037725,0.0001419941,0.0001202968,0.002896066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1588757,"threshold_uncertainty_score":0.9994107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08369748970962292,"score_gpt":0.3709429547320798,"score_spread":0.2872454650224568,"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."}}