{"id":"W4379164636","doi":"10.1007/978-1-4842-9367-6_6","title":"Auto Code Generation","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Engineering and Information Technology","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Class (philosophy); Code (set theory); Minor (academic); Computer science; Artificial intelligence; Programming language; Psychology; Art; Humanities; Set (abstract data type)","routes":{"ca_aff":false,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0000803138,0.0001577528,0.000150754,0.0001967767,0.0000589569,0.00008071638,0.0006186767,0.0002901094,0.000008691522],"category_scores_gemma":[0.00000894261,0.0001627084,0.00005554289,0.00001092406,0.00002850609,0.00009704518,0.000230253,0.0002354498,0.0005903945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002528009,"about_ca_system_score_gemma":0.00002657224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002867063,"about_ca_topic_score_gemma":0.000003919998,"domain_scores_codex":[0.9992467,0.000003004526,0.0002219009,0.000212279,0.0001703664,0.0001458206],"domain_scores_gemma":[0.9991881,0.00001916413,0.00009337915,0.0006116729,0.00005016112,0.00003757019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[1.195026e-7,4.552867e-7,2.51375e-8,0.00001216526,0.00001304699,0.000004003952,0.00009152939,0.0001267963,0.000146464,0.9508525,0.008014823,0.0407381],"study_design_scores_gemma":[0.00008383235,0.00002941822,0.000001184152,0.00004466693,0.000006231285,0.0000078557,5.623579e-7,0.08000585,0.002862596,0.02701499,0.889671,0.0002718534],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002937255,0.00003502148,0.2909568,0.00009940741,0.0007215758,0.00009156449,0.000008508642,0.00160347,0.7064807],"genre_scores_gemma":[0.000775249,0.00002361176,0.004662687,0.0001893623,0.000159573,0.00002445057,0.00002343037,0.00003161388,0.99411],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9238375,"threshold_uncertainty_score":0.7588524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03732829573834744,"score_gpt":0.2181082052429023,"score_spread":0.1807799095045548,"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."}}