{"id":"W4401015351","doi":"10.5206/mt.v4i1.18706","title":"The Maple Conference 2023","year":2024,"lang":"en","type":"article","venue":"Maple Transactions","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Maple; Environmental 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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0003004968,0.00008969224,0.00007295068,0.00006705603,0.0005949403,0.001138307,0.0005348782,0.00003170509,0.000216284],"category_scores_gemma":[0.00001115185,0.00006404785,0.00006726685,0.0003618876,0.00004699814,0.0006803162,0.0000180879,0.0001659901,0.0005056776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002335336,"about_ca_system_score_gemma":0.0001083452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001310706,"about_ca_topic_score_gemma":0.00002209627,"domain_scores_codex":[0.9991854,0.00001980545,0.0002388638,0.0001538073,0.0001995165,0.0002026304],"domain_scores_gemma":[0.9993625,0.0001641033,0.00003500467,0.0003186426,0.00006731309,0.00005238579],"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":[0.000001145986,0.0000299155,0.000001514814,0.0002005782,0.0000423571,0.000004354017,0.007722204,0.0007313902,0.0001116422,0.5907379,0.01328875,0.3871282],"study_design_scores_gemma":[0.00004710259,0.00001053469,0.00001544029,0.00004588193,0.000005746872,0.00002230114,0.0001950029,0.7100784,0.000461628,0.02761067,0.2614062,0.0001010473],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00009767451,0.00026102,0.9675449,0.003895143,0.0009574483,0.00007952109,0.000003472644,0.0004004726,0.02676041],"genre_scores_gemma":[0.9389982,0.0001336782,0.03461321,0.0003290419,0.0001161735,0.00004439551,0.000002975169,0.0000143693,0.02574801],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9389005,"threshold_uncertainty_score":0.9998986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01886188002910565,"score_gpt":0.2464541981174933,"score_spread":0.2275923180883876,"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."}}