{"id":"W3141861392","doi":"10.1016/j.mcm.2013.04.004","title":"Preface","year":2013,"lang":"en","type":"article","venue":"Mathematical and Computer Modelling","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Computer science; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001144689,0.0009884853,0.000664606,0.003132406,0.002298139,0.002913997,0.001178499,0.000913019,0.3550149],"category_scores_gemma":[0.009485449,0.0002779528,0.0006002371,0.001964814,0.0006551257,0.002364272,0.001799727,0.002902668,0.2346067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001754192,"about_ca_system_score_gemma":0.001739598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003636652,"about_ca_topic_score_gemma":0.00444195,"domain_scores_codex":[0.999358,0.00009665807,0.00003820588,0.0001113575,0.0003471167,0.00004855714],"domain_scores_gemma":[0.9962369,0.0006357817,0.0001277087,0.00042624,0.002146668,0.0004266211],"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":[0.0000320242,0.00002779622,0.00009659735,0.0001151479,0.00000281248,0.00004330462,0.00006859439,0.0001419042,0.0002027301,0.01343217,0.93196,0.05387715],"study_design_scores_gemma":[0.000003988195,0.00001232043,0.0002118056,0.0001048259,0.000002332928,0.00004342081,0.00005532028,0.00007180014,0.0001634889,0.008542847,0.9907817,0.000006192715],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001827059,0.01628242,0.02691523,0.03081281,0.2376517,0.0006046242,0.0116197,0.00204717,0.6722394],"genre_scores_gemma":[0.008351714,0.006268268,0.005791096,0.005111588,0.02908826,0.0002721086,0.00692026,0.001108726,0.937088],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.3550149,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03149418671362721,"score_gpt":0.2136292848576308,"score_spread":0.1821350981440036,"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."}}