{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003453401,0.00107866,0.0007250945,0.002405502,0.001830407,0.01009784,0.00155594,0.002149542,0.2128637],"category_scores_gemma":[0.005902162,0.0004763762,0.0006031501,0.002973327,0.0005599732,0.005717406,0.003897002,0.002516282,0.1856503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001623069,"about_ca_system_score_gemma":0.005133728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005971394,"about_ca_topic_score_gemma":0.00802284,"domain_scores_codex":[0.9979624,0.000353471,0.00005676789,0.0001929916,0.001048701,0.0003857556],"domain_scores_gemma":[0.9950245,0.0003250056,0.0001646599,0.0004428401,0.002127112,0.001915875],"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":[0.0000680464,0.00002631496,0.00009189177,0.00008794487,0.000004027786,0.00003479138,0.00002626311,0.0002636763,0.0003697564,0.006602918,0.9379387,0.05448557],"study_design_scores_gemma":[0.000005939702,0.00001477816,0.0001770273,0.00002933757,0.000001319739,0.00002117528,0.00002217206,0.0002805722,0.0002257329,0.00184597,0.9973677,0.000008379488],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003197221,0.01320852,0.05532442,0.0306249,0.03404059,0.0007279118,0.01859102,0.02373338,0.8205521],"genre_scores_gemma":[0.0170877,0.009046413,0.02514164,0.004580964,0.007614252,0.0005108071,0.02318976,0.006648262,0.9061802],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2128637,"threshold_uncertainty_score":0.7121001,"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."}}