{"id":"W1959683458","doi":"10.3968/j.css.1923669720110703.016","title":"The Scientific Research Pressure and Teaching Input of MBA Instructors: Context Analysis of Accounting Course","year":2011,"lang":"en","type":"article","venue":"Canadian social science","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Humanities; Political science; Sociology; Psychology; Management; Library science; Philosophy; Economics; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.007034216,0.00006506711,0.0001245513,0.0009467959,0.002127316,0.000482952,0.0005902006,0.00003240265,0.00006481542],"category_scores_gemma":[0.0008135941,0.00005445254,0.00003907877,0.002470772,0.001725583,0.0007674365,0.0001649809,0.000129869,0.000002577182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003879577,"about_ca_system_score_gemma":0.0002638878,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05552822,"about_ca_topic_score_gemma":0.06539169,"domain_scores_codex":[0.9986632,0.00003564883,0.0001936646,0.0002437084,0.0004911724,0.000372622],"domain_scores_gemma":[0.9989282,0.00007431657,0.0002030742,0.0001947624,0.0005667471,0.00003284124],"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":[0.000008608078,0.00002466709,0.4434465,0.00008566793,0.000114911,5.106081e-7,0.004299165,5.700876e-7,0.0004481445,0.4900573,0.003715268,0.05779864],"study_design_scores_gemma":[0.0001414006,0.000006443065,0.7237259,0.00004753683,0.0005250821,9.659934e-8,0.02863396,0.001820048,0.00006882692,0.001878397,0.2429509,0.0002014874],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8129395,0.00008435555,0.000005480074,0.0002762614,0.0003621275,0.0001627305,0.000003468091,0.000009353859,0.1861567],"genre_scores_gemma":[0.999359,0.000001849361,0.00002583567,0.00006756571,0.000140904,0.000004529667,0.000002943249,0.000004595674,0.0003927637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4881789,"threshold_uncertainty_score":0.9991718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04316344709943338,"score_gpt":0.2986645385189804,"score_spread":0.2555010914195471,"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."}}