{"id":"W4294805063","doi":"10.5206/mt.v2i1.14499","title":"Proceedings of the Maple Conference 2021","year":2022,"lang":"en","type":"article","venue":"Maple Transactions","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Maple; Computer science; Biology; Ecology","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":[0.0002339357,0.0000705229,0.00009639014,0.00006506269,0.0006010898,0.0000991406,0.0007888789,0.00001558728,0.0008278594],"category_scores_gemma":[0.000008924035,0.00005873291,0.00007237042,0.0004967249,0.00003830096,0.0004115785,0.0000751281,0.0001728502,0.000009361293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002971853,"about_ca_system_score_gemma":0.00008640089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001220526,"about_ca_topic_score_gemma":0.000002305786,"domain_scores_codex":[0.9991587,0.00001151647,0.0002562514,0.0001240193,0.0003126306,0.0001368218],"domain_scores_gemma":[0.9994684,0.00002556497,0.0001625134,0.000189497,0.0001239758,0.00003003752],"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":[0.00001048489,0.0006238767,0.0003655686,0.0006540405,0.00008887451,9.860762e-7,0.07889852,0.009623533,0.00599489,0.7812873,0.01247325,0.1099786],"study_design_scores_gemma":[0.0006939879,0.0001112387,0.0008777826,0.00007430928,0.00003321259,0.0001005607,0.005429678,0.8132555,0.02489538,0.04043913,0.1136299,0.0004593506],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008702706,0.00001570642,0.9650232,0.001497913,0.000369118,0.000147981,0.000008083305,0.00006915595,0.02416611],"genre_scores_gemma":[0.9851047,0.000002424152,0.01225724,0.0001612121,0.00001329203,0.00002950018,5.466539e-7,0.000004220036,0.00242684],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.976402,"threshold_uncertainty_score":0.906448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01356298489785607,"score_gpt":0.2000824579952397,"score_spread":0.1865194730973837,"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."}}