{"id":"W4402162235","doi":"10.1080/10528008.2024.2379626","title":"Editorial: Equipping Students for Success","year":2024,"lang":"en","type":"editorial","venue":"Marketing Education Review","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Psychology; Mathematics education; Marketing; Computer science; Business","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0166912,0.0003003302,0.0006291764,0.00017827,0.0005539998,0.0007849628,0.0009808711,0.0006230005,0.0004451038],"category_scores_gemma":[0.02628608,0.0002976455,0.000302977,0.0005780238,0.00006867356,0.0001609817,0.00009247992,0.0005364512,0.0003100145],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006429448,"about_ca_system_score_gemma":0.00868775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001245524,"about_ca_topic_score_gemma":0.0001275441,"domain_scores_codex":[0.9952124,0.001248522,0.0008553234,0.0005940259,0.001634073,0.0004555911],"domain_scores_gemma":[0.9929538,0.004108847,0.0006885314,0.0004620264,0.001562537,0.000224305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003403168,0.00005355895,0.00005401193,0.01895299,0.00003613385,3.831035e-8,0.001317462,9.405455e-9,8.412781e-8,0.0003764659,0.9716914,0.007514493],"study_design_scores_gemma":[0.00004970431,0.000006987868,0.000006245316,0.03277018,0.0001709904,9.283087e-8,0.0008140275,5.125301e-8,3.770934e-8,0.0001282194,0.9657597,0.0002937389],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.000004128508,0.1167259,0.000003041803,0.004126577,0.8575551,0.001855938,0.00007270732,0.000131103,0.01952554],"genre_scores_gemma":[0.000003540548,0.09998551,0.00007972519,0.0004096294,0.8449028,0.001578019,0.0003661299,0.00006778519,0.05260691],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03308138,"threshold_uncertainty_score":0.9999475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02909293941173165,"score_gpt":0.4669138205866653,"score_spread":0.4378208811749336,"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."}}