{"id":"W1796718181","doi":"10.21083/irss.v13i0.633","title":"Vol.13 Front Matter","year":2008,"lang":"en","type":"article","venue":"International Review of Scottish Studies","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Front (military); Geology; Oceanography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":["insufficient_payload"],"category_scores_codex":[0.000356868,0.0001135596,0.0005401692,0.0001018215,0.00008119483,0.000009783289,0.0002862924,0.00001961253,0.01978974],"category_scores_gemma":[0.0004122505,0.0001129372,0.0001739623,0.0000627322,0.0002310081,0.0001955602,0.0001855947,0.00005064981,0.03480504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007841416,"about_ca_system_score_gemma":0.000008518427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007019619,"about_ca_topic_score_gemma":0.000004630235,"domain_scores_codex":[0.9988105,0.000005701554,0.0006856108,0.0002952688,0.00006316465,0.0001397663],"domain_scores_gemma":[0.9991585,0.00004386388,0.000381672,0.0001776443,0.000210509,0.00002780786],"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":[0.000002289766,0.00003003047,0.04820511,0.0003860937,0.0003277447,0.000003266201,0.0002908726,0.000001998938,4.657109e-7,0.003791283,0.9467263,0.0002345352],"study_design_scores_gemma":[0.0002522044,0.00001546733,0.0234845,0.001369149,0.00001304311,0.00001055113,0.0002150066,0.00001486208,0.00001494622,0.002224975,0.9721963,0.0001890389],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.006759337,0.3472402,0.00006908525,0.001838421,0.005649906,0.0001724671,0.0003387571,0.00001629905,0.6379156],"genre_scores_gemma":[0.09062351,0.6072192,0.0006567534,0.003606252,0.0003003651,0.00005733121,0.00001589832,0.000016248,0.2975044],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.3404112,"threshold_uncertainty_score":0.9811063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06589614499620597,"score_gpt":0.2703667786492614,"score_spread":0.2044706336530554,"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."}}