{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005586544,0.00023271,0.0004922369,0.001279635,0.0003808186,0.0007585327,0.0003823779,0.0003325661,0.00006483161],"category_scores_gemma":[0.0001296244,0.0002731107,0.00009355634,0.0008285695,0.001513066,0.0002551198,0.0004610282,0.0006742087,0.00002667429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005911267,"about_ca_system_score_gemma":0.0001750748,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009130693,"about_ca_topic_score_gemma":0.002032608,"domain_scores_codex":[0.9978856,0.000108216,0.0002339583,0.001070316,0.0002200583,0.0004817778],"domain_scores_gemma":[0.9992723,0.0001290415,0.0001291548,0.000198246,0.0001021688,0.000169061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0007153765,0.0003238324,0.0966897,0.0001957449,0.0005543308,0.0005139906,0.02319971,0.000002231548,0.0002654973,0.7180542,0.15624,0.003245404],"study_design_scores_gemma":[0.003000829,0.0006322354,0.7311278,0.0004794341,0.00005146401,0.000006797291,0.01324415,0.0004434651,0.0003501264,0.04700616,0.2022885,0.001369042],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.687771,0.00249527,0.001445117,0.003942461,0.0007224528,0.001427521,0.0004639646,0.0001089795,0.3016233],"genre_scores_gemma":[0.9004271,0.0004176323,0.0002999043,0.00005594235,0.000625335,0.00001224572,0.00001220975,0.0001014061,0.09804822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.671048,"threshold_uncertainty_score":0.9999721,"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."}}