{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001098946,0.001283062,0.0008685622,0.000763472,0.0009377675,0.002053112,0.001789819,0.001244216,0.009711351],"category_scores_gemma":[0.002286337,0.0006859517,0.001695693,0.0008472529,0.001075612,0.003256519,0.002161624,0.001781746,0.001668898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006885012,"about_ca_system_score_gemma":0.0008832108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004461091,"about_ca_topic_score_gemma":0.005461756,"domain_scores_codex":[0.9992701,0.0002582851,0.00005495311,0.0001134916,0.0002106888,0.00009247493],"domain_scores_gemma":[0.9988432,0.0005589784,0.0001019791,0.0002672955,0.0001788015,0.00004971242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008333588,0.00007251708,0.0008765748,0.000337922,0.00008238141,0.0003921687,0.000786735,0.6196898,0.004718459,0.3345945,0.003399866,0.03496585],"study_design_scores_gemma":[0.00002744478,0.00004411706,0.0001366653,0.00004600355,0.00003332538,0.0001208376,0.00006450025,0.8810552,0.004465048,0.07508554,0.03888885,0.00003241715],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005314985,0.00006685706,0.9879346,0.00008479651,0.00002040976,0.00006849228,0.0001407865,0.001462957,0.004906217],"genre_scores_gemma":[0.2011906,0.0004315206,0.7860674,0.0001586501,0.00004542116,0.000708241,0.0005452887,0.0007277568,0.01012521],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009711351,"threshold_uncertainty_score":0.03248769,"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."}}