{"id":"W4413405229","doi":"10.64628/aam.ccg3dc6ty","title":"Is AI coming for your creative job? Maybe not – with some human intervention","year":2025,"lang":"en","type":"article","venue":"","topic":"Explainable Artificial Intelligence (XAI)","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Intervention (counseling); Business; Management; Psychology; Economics","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":[0.007021786,0.0007396039,0.0005476405,0.0009639623,0.003047935,0.005721034,0.001476933,0.003151478,0.02444778],"category_scores_gemma":[0.02172511,0.000306544,0.0008201759,0.0005631099,0.01145546,0.00755045,0.003484944,0.008503726,0.006141706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001725408,"about_ca_system_score_gemma":0.00361656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001694679,"about_ca_topic_score_gemma":0.001545129,"domain_scores_codex":[0.9959128,0.001926994,0.0001593496,0.0004628155,0.001125903,0.0004120297],"domain_scores_gemma":[0.985885,0.006273902,0.0007424403,0.003286112,0.002164265,0.001648266],"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":[0.0001385373,0.0004712816,0.003894286,0.000703193,0.0002563464,0.0004987281,0.004344495,0.001363768,0.003232016,0.6696577,0.1310409,0.1843987],"study_design_scores_gemma":[0.00005596475,0.00007035147,0.001466615,0.0004613078,0.00004657728,0.000376502,0.003573272,0.001846377,0.001297771,0.6691573,0.3215895,0.00005853354],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01467746,0.007638109,0.1057305,0.5611889,0.01213454,0.0001716692,0.0001365838,0.001563832,0.2967583],"genre_scores_gemma":[0.6010457,0.009948683,0.1019936,0.1365171,0.00675642,0.0005072909,0.0004300072,0.001195871,0.1416053],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02444778,"threshold_uncertainty_score":0.08178592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05667200901917933,"score_gpt":0.3686632251858567,"score_spread":0.3119912161666774,"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."}}