{"id":"W3210848983","doi":"10.5206/mt.v1i1.14350","title":"Welcome to Maple Transactions","year":2021,"lang":"en","type":"article","venue":"Maple Transactions","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Maple; Computer science; Power (physics); Ecology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002787997,0.001671625,0.001303142,0.00251514,0.003067076,0.01464477,0.002297359,0.006212566,0.6513007],"category_scores_gemma":[0.0278394,0.0006521915,0.0009513548,0.001714234,0.00100913,0.008826364,0.006729587,0.007034102,0.5974309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001129714,"about_ca_system_score_gemma":0.00293581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007086574,"about_ca_topic_score_gemma":0.0018604,"domain_scores_codex":[0.9956561,0.0006921531,0.0002660633,0.0007498488,0.002176681,0.0004590276],"domain_scores_gemma":[0.9753476,0.003335494,0.00115467,0.001980679,0.008163599,0.01001792],"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":[0.0000131176,0.000008826446,0.00002164042,0.00003632178,0.000001073761,0.00005377194,0.0000354626,0.00001257153,0.00009108708,0.0007641527,0.9861562,0.01280576],"study_design_scores_gemma":[0.000002539305,0.000004798023,0.00002534533,0.00001911464,6.083334e-7,0.0000330654,0.00003938289,0.00001703708,0.00003331988,0.0003299546,0.9994903,0.000004482647],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009162009,0.004791994,0.00816504,0.1224857,0.2565798,0.000414089,0.003756762,0.0198813,0.5830091],"genre_scores_gemma":[0.002412383,0.001286771,0.002042574,0.01879192,0.03331803,0.0001532886,0.001428256,0.004798253,0.9357685],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6513007,"threshold_uncertainty_score":0.4973773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1340253374543128,"score_gpt":0.3745559147470969,"score_spread":0.2405305772927841,"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."}}