{"id":"W2153516049","doi":"10.12806/v12/i2/1","title":"Business without the Math","year":2013,"lang":"en","type":"article","venue":"Journal of Leadership Education","topic":"Education, Leadership, and Health Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics; Mathematics 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002501132,0.00007643825,0.000126896,0.0001694152,0.0005446073,0.0002355251,0.0004401268,0.00008846682,0.0006159474],"category_scores_gemma":[0.001175692,0.00005167472,0.00005706806,0.0005611225,0.0003258811,0.0006980315,0.00000652597,0.0003711529,0.0001924604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002252126,"about_ca_system_score_gemma":0.004649913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002768829,"about_ca_topic_score_gemma":0.0008804434,"domain_scores_codex":[0.9980798,0.0004910913,0.0003424882,0.00008962968,0.0006422463,0.0003547657],"domain_scores_gemma":[0.9972963,0.0003526613,0.0003459627,0.0001608092,0.001622982,0.0002212513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003522672,0.0007185868,0.1428652,0.0002948437,0.00004679091,5.619713e-7,0.4049893,0.000006752857,0.0001808468,0.04440602,0.2928038,0.1136521],"study_design_scores_gemma":[0.0001279724,0.0000349471,0.2726242,0.0001082023,0.00001745042,0.0000126671,0.6195675,0.000004249378,0.00001685035,0.004291405,0.1031058,0.0000888122],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4364045,0.001487729,0.0001123662,0.5500932,0.002600166,0.0004065445,1.598278e-7,0.00001432917,0.008881058],"genre_scores_gemma":[0.9805712,0.0003212007,0.0005580569,0.002787936,0.004165167,0.00002466072,0.000001075828,0.00001147322,0.01155922],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5473052,"threshold_uncertainty_score":0.8248747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2351161852244263,"score_gpt":0.4601355730199391,"score_spread":0.2250193877955128,"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."}}