{"id":"W4237956925","doi":"10.21814/diacritica.484","title":"Introduction","year":2019,"lang":"en","type":"article","venue":"Diacrítica","topic":"Spanish Linguistics and Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Linguistics; Phonology; Syntax; Sociolinguistics; Semantics (computer science); Phonetics; Theoretical linguistics; Computer science; Philosophy; Programming language","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":[0.001277167,0.0005736866,0.0004244338,0.001213873,0.001791973,0.004576196,0.001224588,0.001645227,0.2471177],"category_scores_gemma":[0.004618648,0.0002184715,0.0004956056,0.00125439,0.001270012,0.002989483,0.002441123,0.001899254,0.08266534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001518569,"about_ca_system_score_gemma":0.001906734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002355047,"about_ca_topic_score_gemma":0.002973073,"domain_scores_codex":[0.9987871,0.0002496123,0.00007567881,0.0002906593,0.0004718972,0.0001250965],"domain_scores_gemma":[0.9983891,0.0004659354,0.00009057067,0.0003746412,0.000484617,0.0001951411],"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":[0.0000943357,0.00008790271,0.001004097,0.0006864446,0.000008969692,0.000172477,0.002737373,0.0001463006,0.001036283,0.3219013,0.4460696,0.2260549],"study_design_scores_gemma":[0.00000347057,0.00001111192,0.000394882,0.0001707327,0.000001468048,0.00007331614,0.0002650283,0.00002249437,0.0001195973,0.007584751,0.9913489,0.000004178572],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002715019,0.00672806,0.005679689,0.01343419,0.009066143,0.0001655915,0.003542028,0.0004653712,0.9582037],"genre_scores_gemma":[0.05372097,0.01141412,0.006867527,0.00996148,0.00670784,0.0004042765,0.006069931,0.0008634556,0.9039903],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7528824,"threshold_uncertainty_score":0.826691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007917446231447557,"score_gpt":0.1996135202659675,"score_spread":0.19169607403452,"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."}}