{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004302233,0.0004946973,0.0006057679,0.0006191133,0.00652533,0.01017992,0.003012183,0.01360287,0.01132398],"category_scores_gemma":[0.01587002,0.0002645976,0.0005474706,0.0007131358,0.007640492,0.008870634,0.003962125,0.03692241,0.002813146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008529413,"about_ca_system_score_gemma":0.01386927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03425555,"about_ca_topic_score_gemma":0.06474433,"domain_scores_codex":[0.9951181,0.001912136,0.000217095,0.0005620425,0.001116903,0.001073729],"domain_scores_gemma":[0.991859,0.003788126,0.0004469609,0.0002520132,0.002251752,0.001402173],"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":[0.00001194483,0.000009426606,0.00009540749,0.0001142826,0.000003332237,0.0001033012,0.0008110379,0.00001913867,0.00002540406,0.02628494,0.9649846,0.00753727],"study_design_scores_gemma":[0.000003388751,0.000006248067,0.0002233001,0.0003501432,0.000002669615,0.00004547926,0.00284203,0.00003080711,0.00006846272,0.004827391,0.9915897,0.00001040499],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002228133,0.004114323,0.0001253911,0.9605829,0.0280938,0.000004771216,0.00001521115,0.00001924066,0.006821622],"genre_scores_gemma":[0.01027506,0.005057903,0.0003121643,0.9330956,0.01769849,0.00002415818,0.00002833178,0.0000581602,0.03345012],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03425555,"threshold_uncertainty_score":0.06811237,"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."}}