{"id":"W3198599050","doi":"10.5206/mt.v1i1.14173","title":"Reflections on the Maple Conference 2020","year":2021,"lang":"en","type":"article","venue":"Maple Transactions","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Maple; Computer science; Biology; 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":[],"consensus_categories":[],"category_scores_codex":[0.01531748,0.00091959,0.0006835222,0.001671897,0.009048451,0.02303595,0.002866221,0.01357707,0.05015807],"category_scores_gemma":[0.04206523,0.0006019997,0.000753811,0.002293758,0.005260109,0.01603861,0.01122229,0.0227534,0.02367958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006816417,"about_ca_system_score_gemma":0.01301166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01958441,"about_ca_topic_score_gemma":0.02443007,"domain_scores_codex":[0.9879239,0.003006981,0.0002304333,0.0007856198,0.004533009,0.003520037],"domain_scores_gemma":[0.9742518,0.005453888,0.0008325832,0.0008050035,0.007794458,0.0108622],"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":[0.00002952786,0.00001551352,0.00006656873,0.00003729714,0.000001892448,0.00004832845,0.0003215615,0.00003133972,0.00003592024,0.01703912,0.9773546,0.005018377],"study_design_scores_gemma":[0.000004847647,0.000009426707,0.0002596957,0.00005991399,9.66049e-7,0.00002632682,0.0005946898,0.00001750731,0.00006335462,0.001822078,0.9971275,0.00001369812],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001958922,0.01402814,0.0007292182,0.8299389,0.06105346,0.00002146876,0.000601801,0.0003351489,0.09133293],"genre_scores_gemma":[0.062129,0.01121418,0.001346137,0.5745258,0.04095294,0.0001658999,0.001067629,0.001384713,0.3072136],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05015807,"threshold_uncertainty_score":0.1677955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06329207555127009,"score_gpt":0.3006365150354172,"score_spread":0.2373444394841471,"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."}}