{"id":"W4411088506","doi":"10.5206/mt.v5i2.23072","title":"Modeling Common Systems using Maple","year":2025,"lang":"en","type":"article","venue":"Maple Transactions","topic":"Modeling and Simulation Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Maple; Computer science; Biology; Botany","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002716538,0.0001182527,0.0001930243,0.0002152621,0.0004131094,0.0002446128,0.0003832091,0.00007718507,0.00001011525],"category_scores_gemma":[0.000002870876,0.0001216252,0.00009003725,0.0004818307,0.00001159016,0.0002900877,0.00001349432,0.0001403428,0.00002229033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000890159,"about_ca_system_score_gemma":0.00008011889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001378927,"about_ca_topic_score_gemma":0.00006126071,"domain_scores_codex":[0.9988471,0.00008761944,0.0003565977,0.0002899353,0.0002022652,0.0002165308],"domain_scores_gemma":[0.9992118,0.00004976379,0.00003388955,0.0005491002,0.00009600747,0.00005944773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001669769,0.0000220369,0.00003641319,0.00002872447,0.00001850033,9.926665e-7,0.0002466413,0.9897449,0.0002483624,0.008245776,0.00003133254,0.001374676],"study_design_scores_gemma":[0.0002015674,0.000005546641,0.000005040187,0.00006252006,0.00001354474,0.000007239151,0.000111789,0.9969056,0.00007171454,0.0005840743,0.001917175,0.0001141346],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01672482,0.0002363029,0.979267,0.0002621896,0.001279879,0.0001820966,0.000006079639,0.000325036,0.001716614],"genre_scores_gemma":[0.9891214,0.00000461107,0.009259727,0.00007218193,0.00003467824,0.00001904105,0.000002096,0.00000784914,0.001478399],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9723966,"threshold_uncertainty_score":0.4959732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04873698836387107,"score_gpt":0.2957420161071103,"score_spread":0.2470050277432392,"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."}}