{"id":"W4206559964","doi":"10.1002/9780470317013.fmatter","title":"Frontmatter","year":2008,"lang":"en","type":"book-chapter","venue":"Wiley series in probability and statistics","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"Wilfrid Laurier University","keywords":"Geography","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002994719,0.0002675815,0.0006990161,0.0001303918,0.0001248667,0.00005786216,0.0001537527,0.0002065703,0.01657611],"category_scores_gemma":[0.0000937582,0.0003203905,0.00006040993,0.0000207967,0.0007341478,0.0001624624,0.0001745386,0.0002445536,0.005887428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001293641,"about_ca_system_score_gemma":0.00002578376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006349853,"about_ca_topic_score_gemma":0.0001675162,"domain_scores_codex":[0.9983122,0.000005462112,0.0007396256,0.0006541936,0.00003541999,0.0002531414],"domain_scores_gemma":[0.9991986,0.00006465357,0.0002772562,0.0003627199,0.00003011095,0.00006666647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001518403,0.0000139851,0.001156402,0.00008523649,0.00003319511,0.00001246299,0.0005763776,0.000004310888,1.005004e-8,0.6219559,0.3752899,0.0008570328],"study_design_scores_gemma":[0.0001410765,0.00002954967,0.0003239001,0.0000404192,0.000004460985,0.000005510128,0.0000218905,0.00004141879,9.551527e-8,0.3709996,0.6281528,0.0002392101],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000631646,0.004302187,0.0005748582,0.0001328801,0.001281491,0.0002841642,0.007984306,0.00002380398,0.9853532],"genre_scores_gemma":[0.00013175,0.005219036,0.01059092,0.0001499815,0.00006333892,0.00001554873,0.00008447548,0.0000261861,0.9837188],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.252863,"threshold_uncertainty_score":0.9999248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04133050155417398,"score_gpt":0.1970099973799291,"score_spread":0.1556794958257551,"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."}}