{"id":"W4387334457","doi":"10.3765/sp.16.3","title":"Context Dynamics","year":2023,"lang":"en","type":"article","venue":"Semantics and Pragmatics","topic":"Epistemology, Ethics, and Metaphysics","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Assertion; Computer science; Generalization; Conversation; Natural (archaeology); Context (archaeology); Simple (philosophy); Sentence; Natural language; Artificial intelligence; Dynamics (music); Natural language processing; Linguistics; Epistemology; Psychology; 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":[],"consensus_categories":[],"category_scores_codex":[0.001408492,0.0006672327,0.0005498598,0.001381323,0.002964365,0.00485659,0.001666222,0.001883045,0.04473684],"category_scores_gemma":[0.005623027,0.0005258156,0.000825129,0.001053952,0.003298581,0.01243684,0.00575156,0.002299595,0.0046663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002542691,"about_ca_system_score_gemma":0.001486842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00386201,"about_ca_topic_score_gemma":0.003628284,"domain_scores_codex":[0.9985538,0.0004469342,0.00006556248,0.0004811833,0.0002828969,0.0001695493],"domain_scores_gemma":[0.9984996,0.0005467969,0.00009517631,0.0004036895,0.0002547264,0.0001999351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000007275944,0.000004300608,0.000108287,0.00001555684,0.000004194788,0.00006178569,0.0003917389,0.0004743794,0.0001914666,0.994769,0.0009085438,0.003063658],"study_design_scores_gemma":[0.0000121518,0.00001214844,0.0001812288,0.00004202107,0.00001096074,0.0001622976,0.0007214235,0.00500538,0.0002953349,0.9135719,0.07997033,0.00001482441],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02806098,0.002789606,0.2771509,0.009599085,0.0006231964,0.0001783257,0.0006341513,0.0005091865,0.6804546],"genre_scores_gemma":[0.8297529,0.001976837,0.06268848,0.001387994,0.0004021599,0.0003823125,0.0005884033,0.0003787495,0.1024421],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04473684,"threshold_uncertainty_score":0.1496596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05041328879517622,"score_gpt":0.2646651042871692,"score_spread":0.2142518154919929,"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."}}