{"id":"W4398239758","doi":"10.31468/dwr.1093","title":"Two perspectives on generative AI now","year":2024,"lang":"en","type":"article","venue":"Discourse and Writing/Rédactologie","topic":"Evolutionary Algorithms and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Generative grammar; Computer science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001368885,0.0001488548,0.0001275987,0.00008898722,0.0002606199,0.0003292915,0.0002824661,0.00004584343,0.00001970196],"category_scores_gemma":[0.00001683131,0.0001185245,0.00006198785,0.0002471599,0.0001594991,0.0004304763,0.0001257568,0.0002368266,0.00009363889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003974345,"about_ca_system_score_gemma":0.00008360611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001014782,"about_ca_topic_score_gemma":0.000004691066,"domain_scores_codex":[0.9988958,0.00003619329,0.0001367543,0.0005389261,0.0001432166,0.0002490936],"domain_scores_gemma":[0.9993992,0.0001658075,0.00002501778,0.0002817953,0.00005171045,0.00007647165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000171427,0.00009484294,0.0003236405,0.00000802112,0.00002552577,0.00005073066,0.001181328,0.00005395558,0.0003217267,0.9688861,0.004729905,0.02432252],"study_design_scores_gemma":[0.001811389,0.001200433,0.02962124,0.0006459265,0.0001307082,0.0005044441,0.03468327,0.591851,0.006679409,0.2867091,0.04352356,0.002639488],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2418808,0.01681662,0.5811166,0.129476,0.0006933039,0.0005528906,0.00008884315,0.00145745,0.02791753],"genre_scores_gemma":[0.9863371,0.0004332646,0.01181534,0.0005525574,0.0003185301,0.00005452831,0.000008353456,0.000009678718,0.0004706383],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7444563,"threshold_uncertainty_score":0.4833287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05983613825452552,"score_gpt":0.4016007775668646,"score_spread":0.3417646393123391,"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."}}