{"id":"W2582688124","doi":"","title":"More Real-world Relevant Learning for Business Students: An Online, Self-learning Tutorial for Finding and Critically Analyzing Information In and Of the Situation at the Time","year":2015,"lang":"en","type":"article","venue":"","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Situation analysis; Relevance (law); Situational ethics; Critical thinking; Situation awareness; Knowledge management; Curriculum; Process (computing); Computer science; Analytical skill; Strategic thinking; Strategic management; Strategic planning; Psychology; Mathematics education; Pedagogy; Engineering; Business; Marketing; Political science","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":[0.001838743,0.0001045077,0.0001290035,0.0002097567,0.0002898995,0.000319695,0.0001319357,0.00003643782,0.000007713666],"category_scores_gemma":[0.001929221,0.0000712378,0.00002326603,0.0003801533,0.00003051592,0.001347937,0.0001959433,0.00008267711,0.000001259934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005404282,"about_ca_system_score_gemma":0.00002303975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004172657,"about_ca_topic_score_gemma":0.000715145,"domain_scores_codex":[0.999145,0.00003421429,0.0003052524,0.0001428274,0.0002170612,0.0001556149],"domain_scores_gemma":[0.9989499,0.0002500016,0.0002511804,0.00009893462,0.0004390023,0.00001098662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007502237,0.0002620003,0.936913,0.001732909,0.00008853985,2.193112e-7,0.005895847,0.006392057,0.0004666387,0.0119684,0.00608625,0.0294439],"study_design_scores_gemma":[0.002486712,0.00004297861,0.6269993,0.0002092497,0.0002026155,4.095763e-7,0.007119252,0.3170379,0.00001434893,0.001226825,0.04437576,0.0002846958],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944202,0.00000867253,0.001134494,0.002125825,0.0002668719,0.0008477536,0.000001095143,0.00005210228,0.001142972],"genre_scores_gemma":[0.9962489,0.00001506592,0.001138448,0.000287332,0.0005729742,0.0000549755,0.0001780241,0.00001555072,0.001488741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3106458,"threshold_uncertainty_score":0.3082826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02151912155301855,"score_gpt":0.2900327095918371,"score_spread":0.2685135880388185,"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."}}