{"id":"W4249917842","doi":"10.1162/ling_a_00386","title":"Feature Gluttony","year":2020,"lang":"en","type":"article","venue":"Linguistic Inquiry","topic":"Syntax, Semantics, Linguistic Variation","field":"Arts and Humanities","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Feature (linguistics); Nominative case; Computer science; Clitic; Linguistics; Constraint (computer-aided design); Focus (optics); Distinctive feature; Predicative expression; Hierarchy; Natural language processing; Artificial intelligence; Mathematics; Verb; Philosophy; Physics","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001290944,0.000206557,0.0002483377,0.00005355411,0.0002762642,0.0002062974,0.0002455576,0.00008285336,0.001285082],"category_scores_gemma":[0.005679285,0.0001977066,0.00009161693,0.00005166746,0.0002157446,0.00004235295,0.00007287281,0.0002572757,0.001034049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003328688,"about_ca_system_score_gemma":0.00005674599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001259741,"about_ca_topic_score_gemma":0.00006389364,"domain_scores_codex":[0.9987887,0.00004018913,0.0002438572,0.0003420638,0.0002790913,0.0003060898],"domain_scores_gemma":[0.9988903,0.0001453873,0.0001332466,0.0002450634,0.0004340063,0.0001520421],"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":[0.00002568628,0.0000273928,0.0001311478,0.00007403895,0.00004119373,0.00005429183,0.1837031,0.00000884972,0.00003375008,0.8009416,0.01448261,0.0004763032],"study_design_scores_gemma":[0.0006476197,0.0001689686,0.0002639311,0.00007874305,0.00015909,0.000005901398,0.0104167,0.003544926,0.000165442,0.1046215,0.87934,0.000587227],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05248917,0.0007221555,0.01150253,0.3655105,0.0637821,0.001229031,0.0002274243,0.002427256,0.5021098],"genre_scores_gemma":[0.955499,0.000004043738,0.001292122,0.005373382,0.03545632,0.000008738802,0.00005834684,0.00004549141,0.002262557],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9030098,"threshold_uncertainty_score":0.9997438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05929808606483453,"score_gpt":0.2664994727716295,"score_spread":0.207201386706795,"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."}}