{"id":"W4386385650","doi":"10.2139/ssrn.4544617","title":"Approaches to Generative Artificial Intelligence, A Social Justice Perspective","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Generative grammar; Perspective (graphical); Economic Justice; Sociology; Social justice; Artificial intelligence; Epistemology; Psychology; Political science; Criminology; Computer science; Law; Philosophy","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":[0.01090114,0.0008708984,0.001223128,0.004385334,0.004437107,0.01079421,0.003549688,0.006496503,0.005925342],"category_scores_gemma":[0.01484205,0.0007406856,0.001159309,0.003113464,0.05190531,0.009121779,0.004832149,0.007227082,0.0005950707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007120639,"about_ca_system_score_gemma":0.004724596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004695425,"about_ca_topic_score_gemma":0.00553094,"domain_scores_codex":[0.9920334,0.005636088,0.0002267584,0.000488172,0.00115491,0.0004606786],"domain_scores_gemma":[0.9807078,0.01514221,0.0007532492,0.002086023,0.0007387568,0.0005719765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001152865,0.000004729032,0.0000232616,0.000006826015,0.000002218464,0.000006343243,0.0002473205,0.0002615725,0.000006777695,0.9987069,0.0001925175,0.0005403088],"study_design_scores_gemma":[0.000002283385,0.000001402811,0.000019217,0.00001089352,0.000001147935,0.0000077574,0.0001369653,0.0004278325,0.00001266869,0.9967052,0.002672988,0.000001591957],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02168834,0.01453525,0.4184074,0.1277633,0.001080174,0.0000959705,0.0001637535,0.0001759493,0.41609],"genre_scores_gemma":[0.9238628,0.004363941,0.04880719,0.003948657,0.001495739,0.0002876135,0.000106312,0.0001923546,0.01693551],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01090114,"threshold_uncertainty_score":0.0576514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.222459109475245,"score_gpt":0.4030094343245627,"score_spread":0.1805503248493177,"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."}}