{"id":"W4414710363","doi":"10.1108/978-1-80592-158-520251006","title":"Artificial Intelligence (AI) + Human Intelligence (HI) = Effective Workplace","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Workplace Health, Safety and Compensation Commission","funders":"","keywords":"Workforce; Focus (optics); Human intelligence; Work (physics); Interpersonal communication; Applications of artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001967035,0.0004041388,0.0001671394,0.0004372719,0.0006954127,0.002419249,0.0003387725,0.0007159748,0.03501459],"category_scores_gemma":[0.0002273419,0.00009817605,0.000147437,0.000589012,0.001540384,0.00209572,0.001109565,0.001415524,0.01007295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009670017,"about_ca_system_score_gemma":0.0008953439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001503391,"about_ca_topic_score_gemma":0.002771262,"domain_scores_codex":[0.999836,0.00004675931,0.000005198041,0.00002121089,0.00007250565,0.0000183107],"domain_scores_gemma":[0.9998852,0.0000459996,0.000007955377,0.00001102323,0.00002820719,0.00002155921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001168278,0.00004876478,0.0001662925,0.0004005984,0.000003193724,0.00007612321,0.001026882,0.0004428448,0.0005646553,0.5954047,0.2126842,0.18917],"study_design_scores_gemma":[0.000002553144,0.00001900324,0.0003497232,0.0002685653,0.000002456386,0.0001717328,0.0004754344,0.0002502397,0.0002107199,0.04496367,0.953282,0.000003946122],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0008885193,0.01188457,0.00492952,0.002279141,0.001003042,0.00003151664,0.0000530086,0.0001008911,0.9788299],"genre_scores_gemma":[0.05375857,0.02024423,0.008597779,0.003133231,0.000894703,0.0001421661,0.000164797,0.0001017194,0.9129628],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03501459,"threshold_uncertainty_score":0.1171355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02514192222082284,"score_gpt":0.2641706372569759,"score_spread":0.2390287150361531,"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."}}