{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005228346,0.0006446873,0.0008699147,0.002137429,0.01524346,0.007459284,0.002314986,0.002860291,0.002043832],"category_scores_gemma":[0.008452626,0.000933453,0.0005083978,0.002258028,0.01047928,0.005436668,0.006759835,0.004579447,0.0005212561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009667668,"about_ca_system_score_gemma":0.005886697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03266788,"about_ca_topic_score_gemma":0.05862561,"domain_scores_codex":[0.9937238,0.003681027,0.0002263171,0.0005000784,0.0005793174,0.001289535],"domain_scores_gemma":[0.9948006,0.002896227,0.0005772039,0.0001882869,0.0004937888,0.001043981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001431546,0.00006284234,0.002155935,0.00003954955,0.000001781471,0.001896187,0.9918239,0.00002696533,0.000393954,0.0009391046,0.0002301518,0.002415439],"study_design_scores_gemma":[0.000002129408,0.0000174757,0.001332637,0.00003690084,0.000002452402,0.0003537871,0.9930711,0.00004385516,0.0001960119,0.0001139762,0.00482502,0.000004623053],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922982,0.0004508037,0.0007432355,0.001759851,0.00002454728,0.00004645922,0.00002221701,0.000009231622,0.00464536],"genre_scores_gemma":[0.9950016,0.0008551267,0.000550623,0.0003969843,0.00001288199,0.000048321,0.00002049901,0.00002146766,0.003092371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03266788,"threshold_uncertainty_score":0.07014412,"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."}}