{"id":"W785808426","doi":"10.1016/j.mcm.2009.08.019","title":"Preface","year":2009,"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":"Mathematics; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001081007,0.0009507128,0.0006523787,0.003108621,0.002224291,0.002867081,0.001156108,0.0008851557,0.3578832],"category_scores_gemma":[0.008371222,0.0002711631,0.0005782268,0.001975337,0.0006095704,0.002308801,0.001716215,0.002772893,0.2307223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001719002,"about_ca_system_score_gemma":0.001637479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003554394,"about_ca_topic_score_gemma":0.004413601,"domain_scores_codex":[0.9994165,0.00008449996,0.00003475493,0.0001019978,0.0003169875,0.00004522353],"domain_scores_gemma":[0.996539,0.0005509478,0.0001146283,0.0003819632,0.001992126,0.0004214144],"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":[0.00003047594,0.00002647189,0.00008993653,0.0001061148,0.000002600578,0.00004011285,0.00006241388,0.0001290359,0.0001984966,0.01171335,0.9335667,0.05403421],"study_design_scores_gemma":[0.000003971215,0.00001235215,0.0002129894,0.00009715126,0.000002313396,0.00004079443,0.00005173988,0.0000684472,0.0001570623,0.007485991,0.9918615,0.000005717743],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001770012,0.01621928,0.02396938,0.02962285,0.2408643,0.000579924,0.01068196,0.001898725,0.6743935],"genre_scores_gemma":[0.007450868,0.005922317,0.004809326,0.004431429,0.02703378,0.0002298178,0.005969825,0.0009478576,0.9432048],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.6421168,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03466394861267149,"score_gpt":0.2365794158574921,"score_spread":0.2019154672448207,"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."}}