{"id":"W4385791644","doi":"10.1017/9781009258227.001","title":"Preface","year":2023,"lang":"en","type":"other","venue":"","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Generative grammar; Implementation; Code (set theory); Artificial intelligence; Data science; Software engineering; Programming language","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":[0.0008759592,0.001026652,0.0008547006,0.002330253,0.001781797,0.005053008,0.00133489,0.001196871,0.4667728],"category_scores_gemma":[0.006567033,0.0004620016,0.0006553456,0.002151043,0.0007275618,0.004018024,0.002027623,0.003322962,0.3464428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002083441,"about_ca_system_score_gemma":0.001985316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003151973,"about_ca_topic_score_gemma":0.004393302,"domain_scores_codex":[0.9990102,0.00009969409,0.00005715229,0.0001853579,0.0005887027,0.00005887395],"domain_scores_gemma":[0.9969874,0.0004461859,0.0001201869,0.000269774,0.001858843,0.0003176355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001322203,0.00001321376,0.00006083579,0.0001126551,0.000001478511,0.00002801871,0.0001068058,0.00007975685,0.0001230095,0.005857644,0.9384221,0.05518123],"study_design_scores_gemma":[0.000001219158,0.000006009903,0.00009841794,0.00009224576,9.306975e-7,0.0000420514,0.00004393086,0.00002314479,0.00004036165,0.001371898,0.9982768,0.000003033652],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001069242,0.01131406,0.007952078,0.01792517,0.05177752,0.0002582163,0.008672802,0.002571457,0.8984595],"genre_scores_gemma":[0.002398679,0.00393409,0.002972089,0.002288559,0.004451245,0.00009471226,0.004750402,0.0009725695,0.9781377],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4667728,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07201306856360778,"score_gpt":0.4325438607637062,"score_spread":0.3605307922000984,"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."}}