{"id":"W4252712315","doi":"10.21810/sfuer.v9i.302","title":"Letter from the Editors","year":2016,"lang":"en","type":"letter","venue":"SFU Educational Review","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; History","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005219926,0.0002339266,0.000566483,0.00005554676,0.0001590583,0.00008139452,0.0006862529,0.0001620001,0.08742949],"category_scores_gemma":[0.0002982888,0.0001607724,0.0003069341,0.00009807141,0.0001281365,0.0001236695,0.0001117921,0.0004037453,0.1741653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001579087,"about_ca_system_score_gemma":0.00009097229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009023533,"about_ca_topic_score_gemma":0.000001390972,"domain_scores_codex":[0.9983436,0.00002518428,0.0006401014,0.0006167358,0.00006927488,0.0003051382],"domain_scores_gemma":[0.9982151,0.0004857649,0.0005414796,0.0006763615,0.00004633377,0.00003490326],"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":[2.1026e-7,0.000005134921,0.0001058668,0.0001276717,0.00009183963,6.731621e-7,0.00002415114,2.021728e-8,9.965369e-9,0.003213368,0.9958531,0.0005779654],"study_design_scores_gemma":[0.00004812965,0.000001985287,0.0001417151,0.0007633846,0.00002722959,7.641469e-7,0.000002110579,2.138138e-7,6.694097e-8,0.01737139,0.9814193,0.0002237427],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[3.872122e-7,0.1310014,0.000005707195,0.7182294,0.02637834,0.0002125073,0.002169788,0.000008511081,0.1219939],"genre_scores_gemma":[4.858892e-7,0.02398221,0.00004128845,0.6210855,0.08407053,0.00009895323,0.0002913724,0.00001808796,0.2704116],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1484177,"threshold_uncertainty_score":0.9134047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05596235712877574,"score_gpt":0.2458632578244801,"score_spread":0.1899009006957044,"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."}}