{"id":"W4320926364","doi":"10.2478/disp-2022-0011","title":"Formalizing English Contextuals","year":2022,"lang":"en","type":"article","venue":"Disputatio","topic":"Syntax, Semantics, Linguistic Variation","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"McGill University","keywords":"Linguistics; Predicate (mathematical logic); Ambiguity; Noun; Reciprocal; Construals; Computer science; Determiner; Syntax; Indexicality; Mathematics; Construal level theory; Philosophy; Psychology; Programming language","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002758419,0.00007936155,0.0001045699,0.00006535198,0.0006122097,0.0001392344,0.000114668,0.000009920629,0.004744009],"category_scores_gemma":[0.0004241889,0.00008543722,0.00004962863,0.00002746452,0.00004188985,0.0001278636,0.00006296339,0.00009633202,0.00006975341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005209163,"about_ca_system_score_gemma":0.00002635725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004733046,"about_ca_topic_score_gemma":0.0002698194,"domain_scores_codex":[0.9992106,0.00006273768,0.0002072297,0.0001317295,0.0002269276,0.0001607647],"domain_scores_gemma":[0.9994731,0.0001398886,0.000102165,0.0001091536,0.0001464468,0.00002923817],"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":[0.000005870271,0.00002802953,0.0002868233,0.000008839778,0.00001828873,0.000003671227,0.2183899,0.0001349727,0.000004765287,0.7789299,0.0009759838,0.001212939],"study_design_scores_gemma":[0.0008943197,0.000137461,0.001195016,0.0000152925,0.00007775133,0.000003302644,0.2482647,0.006181329,0.00005975591,0.2093093,0.5334076,0.0004541315],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4902855,0.0002045722,0.003712125,0.007759015,0.01445437,0.0007382561,0.0004647671,0.0007001153,0.4816812],"genre_scores_gemma":[0.9958882,6.974079e-7,0.0001048695,0.0005386464,0.0009712861,0.00005745014,0.0001209455,0.00001863658,0.002299272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5696206,"threshold_uncertainty_score":0.9961658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02820474538707552,"score_gpt":0.2418564647975162,"score_spread":0.2136517194104407,"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."}}