{"id":"W2462694395","doi":"10.1111/dsji.12100","title":"Operations Course Icebreaker: Campus Club Cupcakes Exercise","year":2016,"lang":"en","type":"article","venue":"Decision Sciences Journal of Innovative Education","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University; University of Calgary","funders":"","keywords":"Club; Experiential learning; Reading (process); Marketing; Class (philosophy); Computer science; Management; Mathematics education; Psychology; Business; Political science; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003729579,0.0001472417,0.0001948984,0.0009657644,0.0004418798,0.0004832032,0.0005350206,0.00004241123,0.0005685727],"category_scores_gemma":[0.002210584,0.00008901353,0.00006062333,0.002664508,0.0001911538,0.003732559,0.00008329494,0.000111864,0.0001643446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006613204,"about_ca_system_score_gemma":0.0005379915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003853546,"about_ca_topic_score_gemma":0.0000215839,"domain_scores_codex":[0.9981513,0.00002665967,0.0006931852,0.0002345765,0.0006931357,0.0002011112],"domain_scores_gemma":[0.9956676,0.0002741058,0.0008007982,0.0001895631,0.003045365,0.00002259279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006800848,0.0004286428,0.03143096,0.0000193072,0.00001616467,0.000001060145,0.0001845729,0.00003491739,0.001028076,0.04563068,0.1908046,0.730353],"study_design_scores_gemma":[0.001760314,0.0001684897,0.4405794,0.002430633,0.0001408427,0.00003654173,0.009378566,0.0004155753,0.0006753204,0.05446198,0.4891486,0.0008036337],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9443542,0.0002822049,0.02123854,0.009902036,0.006085372,0.0002912714,0.00000116788,0.00002841894,0.0178168],"genre_scores_gemma":[0.9866089,0.00008532337,0.008988661,0.001437167,0.001650681,0.00001456889,0.000003817695,0.00001158386,0.001199302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7295494,"threshold_uncertainty_score":0.6225471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02220245824153943,"score_gpt":0.3253524238403945,"score_spread":0.303149965598855,"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."}}