{"id":"W6930675206","doi":"10.5281/zenodo.15022580","title":"AI Governance Deficiency: A Barrier to Industry 4.0 Readiness","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Fungal Biology and Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ontario Institute of Technology","funders":"","keywords":"Corporate governance; Workforce; Work (physics); Supervisor; Workforce development","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002485061,0.00008698548,0.0001155779,0.0001070744,0.000964611,0.0001007617,0.0003874213,0.0001280469,0.005031274],"category_scores_gemma":[0.0007314798,0.00008387562,0.00003099411,0.0008268354,0.0001107531,0.00006300271,0.0004336269,0.0004166539,0.004797485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000105099,"about_ca_system_score_gemma":0.00001164873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008771296,"about_ca_topic_score_gemma":2.005414e-7,"domain_scores_codex":[0.999105,0.00006639775,0.0001537244,0.0003074382,0.0001386932,0.0002286907],"domain_scores_gemma":[0.9990666,0.0000166967,0.00003274428,0.0003897492,0.0003457659,0.0001484767],"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":[0.0001846512,0.0002179875,0.000227313,0.00008268488,0.00003798003,0.00001312323,0.0003343768,0.00002136558,0.03906894,0.07294974,0.8306594,0.05620243],"study_design_scores_gemma":[0.0003266784,0.0001177422,0.01073402,0.0000560815,0.00001771767,0.00004523331,0.00007586135,0.00004057409,0.002629332,0.0002441056,0.9856321,0.00008060494],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2032232,0.0002794588,0.006693649,0.05693371,0.0002239453,0.001404751,0.000417459,0.001229284,0.7295945],"genre_scores_gemma":[0.9827398,0.00002381674,0.0002093347,0.004839257,0.00008033021,1.670392e-7,0.0003077803,0.0002700576,0.01152947],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7795166,"threshold_uncertainty_score":0.9959774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02064771313795382,"score_gpt":0.284612109588232,"score_spread":0.2639643964502782,"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."}}