{"id":"W2785353273","doi":"10.21810/sfuer.v10i2.317","title":"Is This Business or Education? When Education Becomes a Commodity","year":2018,"lang":"en","type":"article","venue":"SFU Educational Review","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Christian ministry; Business ethics; Convergence (economics); Commodity; Process (computing); Business education; Political science; Engineering ethics; Point (geometry); Philosophy of business; Public relations; Business; Sociology; Knowledge management; Higher education; Computer science; Engineering; Marketing; Economics; Business model; Law; Economic growth; Mathematics; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.01878063,0.0003250823,0.001077274,0.00250747,0.00252804,0.01554932,0.0008925476,0.004065239,0.004335954],"category_scores_gemma":[0.03582826,0.0002273772,0.000346164,0.003602182,0.02277857,0.02052509,0.003546571,0.005125829,0.0005985757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009354193,"about_ca_system_score_gemma":0.01261633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01075174,"about_ca_topic_score_gemma":0.01169072,"domain_scores_codex":[0.9761213,0.01590881,0.0009752391,0.001231111,0.004769919,0.0009935388],"domain_scores_gemma":[0.9714415,0.02193961,0.001550892,0.0009257901,0.003453098,0.000689157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002512346,0.00002006198,0.000461698,0.0008472661,0.00001581467,0.0001090279,0.006665344,0.0001521936,0.00007520907,0.9070096,0.01189707,0.07272165],"study_design_scores_gemma":[0.00001526082,0.00007850847,0.001272131,0.00648586,0.00002881384,0.0001811558,0.02815432,0.0002029492,0.0003000805,0.3545559,0.6086938,0.00003120746],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01328198,0.2137552,0.01949336,0.4785144,0.006268221,0.0001126744,0.0001170755,0.00004321409,0.2684138],"genre_scores_gemma":[0.7001718,0.1762751,0.0141113,0.07145514,0.003266146,0.0003556854,0.0000870646,0.0001002291,0.03417756],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01878063,"threshold_uncertainty_score":0.09932268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3228753251928207,"score_gpt":0.5858153835932299,"score_spread":0.2629400584004092,"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."}}