{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003984676,0.0001336192,0.0002244461,0.00007977818,0.0003261025,0.0001575052,0.0001041471,0.00007278537,0.00007823019],"category_scores_gemma":[0.00008905152,0.0001167399,0.00005580231,0.00005493604,0.0003902518,0.00008896194,0.000068768,0.0001947587,0.0002277878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009916586,"about_ca_system_score_gemma":0.00002494301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006063739,"about_ca_topic_score_gemma":0.00153124,"domain_scores_codex":[0.9991773,0.00004763649,0.0002390616,0.0001480301,0.0001461037,0.0002418828],"domain_scores_gemma":[0.9992495,0.0002804715,0.00009166826,0.0002043531,0.0001090327,0.00006502124],"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":[0.000002300891,0.00001970643,0.0002357695,0.0001839114,0.00003999719,0.00000841559,0.02004308,0.000003446588,0.000005210327,0.9692066,0.005753016,0.004498586],"study_design_scores_gemma":[0.0004933457,0.000137473,0.0003453192,0.0001093574,0.0001329344,0.000009937929,0.03360198,0.04040202,0.00003674862,0.3027498,0.6215097,0.0004713352],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6916865,0.001077791,0.001758198,0.02094458,0.005943434,0.0007450163,0.0003403138,0.0008944094,0.2766097],"genre_scores_gemma":[0.9774209,0.0005184888,0.0002120121,0.0008171953,0.0004323919,0.000006626208,0.00007925236,0.00003112035,0.02048204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6664567,"threshold_uncertainty_score":0.4760516,"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."}}