{"id":"W4406338473","doi":"10.1177/02761467241312885","title":"Holixec Education: The Right Direction but Too Far to Travel?","year":2025,"lang":"en","type":"article","venue":"Journal of Macromarketing","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Acsenda School of Management; Simon Fraser University","funders":"","keywords":"Presentation (obstetrics); Workforce; Product (mathematics); Position (finance); Sociology; Institution; Public relations; Political science; Management; Psychology; Law; Social science; Business; Economics; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00309074,0.0001464577,0.0001865672,0.000505649,0.0003802944,0.0004742993,0.0004036092,0.00004383617,0.000338544],"category_scores_gemma":[0.001215994,0.0001051683,0.0001282059,0.0008050026,0.00002668958,0.0005581965,0.0001256158,0.0002086782,0.00004271352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007985744,"about_ca_system_score_gemma":0.0001088354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001123141,"about_ca_topic_score_gemma":0.00003213018,"domain_scores_codex":[0.9987575,0.0000648566,0.0005109446,0.0001597808,0.0002908811,0.0002160159],"domain_scores_gemma":[0.9986152,0.0002074802,0.0005422555,0.0001900841,0.0004275891,0.00001738462],"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":[0.0002433037,0.0002007865,0.01104403,0.0002976444,0.000109546,0.000004764765,0.0001238816,0.00002358478,0.001470217,0.01622558,0.7371759,0.2330807],"study_design_scores_gemma":[0.0002413448,0.00000876326,0.1605129,0.0002687256,0.0001382426,0.000008880011,0.001301535,0.0002342404,0.0001297919,0.001522026,0.8354897,0.0001438531],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.472225,0.000409906,0.001195009,0.0349165,0.006332951,0.0003716435,4.044713e-7,0.00004726173,0.4845013],"genre_scores_gemma":[0.9683296,0.00004157348,0.0005472279,0.009289177,0.003146146,0.00001708681,0.000003099881,0.0000184121,0.01860767],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4961046,"threshold_uncertainty_score":0.4573679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006407330203341445,"score_gpt":0.2420091977190917,"score_spread":0.2356018675157502,"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."}}