{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001001261,0.000123197,0.0001711421,0.00003230576,0.00006369557,0.0001385072,0.0001021129,0.00003954313,0.0002630993],"category_scores_gemma":[0.000002145512,0.00009268507,0.00003451231,0.00005956503,0.00004548257,0.0001670401,0.0001036488,0.00009022062,0.006052218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007953843,"about_ca_system_score_gemma":0.000003681591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006978326,"about_ca_topic_score_gemma":5.862893e-8,"domain_scores_codex":[0.9992092,0.00002032485,0.0001894097,0.0002045321,0.0001494849,0.0002270991],"domain_scores_gemma":[0.9995573,0.00008080613,0.00002786194,0.0001702355,0.00003881534,0.0001249527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001089214,0.0005099098,0.0001160546,0.0004747578,0.00009620014,0.00000886165,0.003551409,0.1441292,0.0007838843,0.8178314,0.005010451,0.02747695],"study_design_scores_gemma":[0.00009643583,0.00001528597,0.00001355194,0.00003685838,0.000006079074,0.00001312787,0.000008273702,0.7832456,0.0000665816,0.2162122,0.0001855066,0.0001004763],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3053624,0.00003388883,0.6921638,0.00007191143,0.00001585167,0.000140326,5.852507e-7,0.0001287231,0.002082465],"genre_scores_gemma":[0.7280188,0.000002242103,0.2713791,0.0001069598,0.00008678508,0.0000244861,9.984398e-7,0.00002977225,0.0003508595],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6391164,"threshold_uncertainty_score":0.9947217,"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."}}