{"id":"W3215354430","doi":"10.5206/mt.v1i2.14508","title":"Maple Transactions−The Early Years","year":2021,"lang":"en","type":"article","venue":"Maple Transactions","topic":"Chemical and Environmental Engineering Research","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Ministerio de Ciencia e Innovación","keywords":"Maple; Computer science; Biology; Botany","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004621402,0.001596816,0.0007826798,0.001869074,0.001789123,0.01377706,0.002214793,0.002829973,0.1404481],"category_scores_gemma":[0.01598919,0.0006535393,0.0005422333,0.003769727,0.001274176,0.01326369,0.003810432,0.004332872,0.1529062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002205088,"about_ca_system_score_gemma":0.003728786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006950759,"about_ca_topic_score_gemma":0.004511283,"domain_scores_codex":[0.9972991,0.0004334235,0.0001352045,0.0003471452,0.001478804,0.0003063255],"domain_scores_gemma":[0.9881933,0.00117156,0.000425635,0.001452472,0.006277826,0.002479258],"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":[0.0001055781,0.0000196054,0.0001388148,0.0001015884,0.000005428148,0.00007495135,0.00009305695,0.0002838389,0.0006493,0.025212,0.9094232,0.06389272],"study_design_scores_gemma":[0.000003496388,0.00001135557,0.00009892329,0.00002985483,0.000001173759,0.00003302508,0.00004127671,0.0002133784,0.0003289176,0.002676402,0.9965526,0.000009627919],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.00588805,0.0124965,0.08111429,0.1206904,0.04016677,0.0004611525,0.01373839,0.02702615,0.6984183],"genre_scores_gemma":[0.02428416,0.009607137,0.03384429,0.008212605,0.004152997,0.0003086069,0.01073297,0.007806012,0.9010512],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.1404481,"threshold_uncertainty_score":0.4698457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009596949849454233,"score_gpt":0.1987891752558933,"score_spread":0.189192225406439,"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."}}