{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004084767,0.0009883317,0.000832242,0.001327383,0.002082099,0.009172404,0.001420191,0.00225043,0.1822922],"category_scores_gemma":[0.00721046,0.0003433853,0.0005649482,0.001454863,0.0008501051,0.004641059,0.00329361,0.003090068,0.1494884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001670369,"about_ca_system_score_gemma":0.002862668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004444146,"about_ca_topic_score_gemma":0.008435056,"domain_scores_codex":[0.9975457,0.0005789027,0.00009697723,0.0002782633,0.001172112,0.0003279065],"domain_scores_gemma":[0.9932921,0.0008067104,0.000184291,0.0006741125,0.003175376,0.001867405],"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":[0.00006865975,0.00002119235,0.00007379863,0.00005199641,0.000005113624,0.00004396642,0.00003822628,0.0001297545,0.000247146,0.004623852,0.9662202,0.02847602],"study_design_scores_gemma":[0.000004596387,0.00001150124,0.0001737931,0.00002388511,0.000002077623,0.00002802194,0.0000418746,0.0002108049,0.0001778655,0.001414446,0.9979045,0.000006621247],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007205282,0.01753638,0.04610943,0.1032366,0.1322212,0.000511883,0.01068064,0.01111844,0.6713802],"genre_scores_gemma":[0.01972809,0.006278222,0.01194572,0.005250639,0.01293065,0.0002517854,0.01058366,0.002589181,0.9304421],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1822922,"threshold_uncertainty_score":0.6098281,"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."}}