{"id":"W4250102370","doi":"10.1007/s42967-019-0011-1","title":"Preface","year":2019,"lang":"en","type":"article","venue":"Communications on Applied Mathematics and Computation","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Philosophy","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":[0.00148197,0.0009692416,0.000664295,0.003742221,0.002267978,0.00340729,0.001142303,0.001043299,0.4379407],"category_scores_gemma":[0.01394375,0.0002624264,0.0005095204,0.002336582,0.0005936222,0.002255079,0.001984026,0.00284237,0.3081049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001798513,"about_ca_system_score_gemma":0.002190041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003435865,"about_ca_topic_score_gemma":0.0046786,"domain_scores_codex":[0.9991493,0.0001349713,0.00005249673,0.0001327647,0.0004550791,0.00007524587],"domain_scores_gemma":[0.9930817,0.001041554,0.0002268932,0.0005853234,0.004041299,0.001023131],"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":[0.00002112126,0.00001096203,0.00004453828,0.00006440892,0.000001492412,0.00002104032,0.00002574297,0.00004092191,0.00007262576,0.003477444,0.9698331,0.02638655],"study_design_scores_gemma":[0.000003944007,0.000008499523,0.00016169,0.00008027591,0.000001644449,0.00002540765,0.00003356466,0.00002837314,0.00008526042,0.002947049,0.9966205,0.00000358316],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009506618,0.01129317,0.006937454,0.03707692,0.396403,0.0004383506,0.01019493,0.001386883,0.5353186],"genre_scores_gemma":[0.005061817,0.004846625,0.002137507,0.006207624,0.04943612,0.0002183613,0.00558319,0.0008092513,0.9256995],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5620593,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04151339031121472,"score_gpt":0.30531722072259,"score_spread":0.2638038304113753,"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."}}