{"id":"W6981964570","doi":"","title":"Generative AI Image Tools for Creative Work: Social and Ethical Perspectives in Japan from Computer Science Graduate Students and Experts","year":2024,"lang":"en","type":"other","venue":"Spectrum Research Repository (Concordia University)","topic":"Global Financial Regulation and Crises","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Japan Society for the Promotion of Science; University of Tokyo; Mitacs","keywords":"Generative grammar; Graduate students; Creativity; Work (physics); Citizen journalism; Exploratory research; Workflow; Photography; Ethical issues; Generative model","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03390707,0.000969904,0.0007201452,0.003084339,0.04102372,0.02409737,0.002250821,0.004777187,0.002066375],"category_scores_gemma":[0.02241308,0.001062545,0.0007604887,0.002388,0.04140412,0.01085445,0.02080454,0.009426373,0.0002776815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01197483,"about_ca_system_score_gemma":0.01586138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01551533,"about_ca_topic_score_gemma":0.02832928,"domain_scores_codex":[0.9729803,0.01725071,0.00103029,0.001455803,0.003375947,0.003906967],"domain_scores_gemma":[0.9625661,0.01726818,0.00444161,0.001847065,0.004782534,0.009094468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001872274,0.00006120908,0.006155306,0.00004824268,0.000005724954,0.0004814644,0.9834313,0.00002812117,0.0004813935,0.005271247,0.0005570536,0.003460194],"study_design_scores_gemma":[0.00000509107,0.0000280903,0.001978176,0.00006137363,0.000008358415,0.0001277432,0.9857188,0.00007795683,0.0002178785,0.001342409,0.01041179,0.00002232512],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9541983,0.001573601,0.002602066,0.0218335,0.000220914,0.00008107223,0.00001261986,0.00002535289,0.01945261],"genre_scores_gemma":[0.9927435,0.0007020949,0.001108432,0.002762915,0.00006154321,0.00005842418,0.00001042014,0.00002393762,0.002528799],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04102372,"threshold_uncertainty_score":0.1793199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1116072644664981,"score_gpt":0.3457180048563538,"score_spread":0.2341107403898557,"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."}}