{"id":"W4404131228","doi":"10.1137/1.9781611978162.appa","title":"Appendix A: Accompanying Scripts and Notebooks","year":2024,"lang":"en","type":"book-chapter","venue":"Society for Industrial and Applied Mathematics eBooks","topic":"Mathematical and Computational Methods","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Scripting language; Computer science; Programming language; Art","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001051038,0.00129491,0.001117422,0.002658061,0.001023366,0.00261129,0.00206351,0.0009832048,0.7752534],"category_scores_gemma":[0.01310817,0.0009550897,0.0005045405,0.003802045,0.0004191931,0.002145063,0.00173606,0.001724466,0.6597577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001181308,"about_ca_system_score_gemma":0.001526517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003622797,"about_ca_topic_score_gemma":0.0055326,"domain_scores_codex":[0.9987956,0.00019489,0.00009774689,0.0001984242,0.0006591402,0.00005409402],"domain_scores_gemma":[0.9933404,0.002626588,0.0002283,0.0007544753,0.002774907,0.0002752705],"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":[0.00001825849,0.00002360284,0.00006526686,0.0002368249,0.000002114449,0.00002109769,0.00003089301,0.0002317754,0.0001403553,0.001984809,0.9704456,0.0267994],"study_design_scores_gemma":[0.00001374823,0.000008334067,0.000249666,0.0001032572,0.000002568201,0.00005941648,0.00003216204,0.0003307055,0.0002938367,0.003335655,0.9955572,0.0000134311],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.00136512,0.001422833,0.07548084,0.001933634,0.002478,0.001806266,0.3630219,0.06022986,0.4922616],"genre_scores_gemma":[0.006113585,0.001804574,0.08622435,0.001651642,0.0006190723,0.003398131,0.2268103,0.04368295,0.6296954],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.2247466,"threshold_uncertainty_score":0.3205737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1740645049324197,"score_gpt":0.3291056637123173,"score_spread":0.1550411587798976,"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."}}