{"id":"W4376503946","doi":"10.1111/synt.12251","title":"A tale of two inverses","year":2023,"lang":"en","type":"article","venue":"Syntax","topic":"Syntax, Semantics, Linguistic Variation","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Inverse; Subject (documents); Perspective (graphical); Linguistics; Computer science; Phenomenon; Psychology; Mathematics; Natural language processing; Artificial intelligence; Epistemology; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002575719,0.0004643514,0.0003558088,0.001341709,0.004842683,0.003692637,0.000794135,0.002093312,0.009545058],"category_scores_gemma":[0.005501567,0.0003932519,0.0006217512,0.0005379956,0.01745333,0.00712827,0.004857699,0.004952761,0.001268633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002124738,"about_ca_system_score_gemma":0.001112062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003021517,"about_ca_topic_score_gemma":0.002910267,"domain_scores_codex":[0.9975921,0.001247512,0.00006421507,0.0003458589,0.0004812902,0.0002690366],"domain_scores_gemma":[0.9981928,0.0008790595,0.00008252248,0.0004537559,0.0003005873,0.00009120948],"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":[0.00001795051,0.000005677102,0.0002151292,0.00001060049,0.000003855898,0.0001982521,0.006423599,0.00007087718,0.0003015987,0.9874862,0.001458331,0.003808076],"study_design_scores_gemma":[0.00002498266,0.00003429588,0.000908046,0.0001024321,0.00002098403,0.00116209,0.01162266,0.001372891,0.001467468,0.7800658,0.2031692,0.00004896866],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1083982,0.001385179,0.08916656,0.02818902,0.001209897,0.00006229719,0.000179377,0.0005194952,0.7708901],"genre_scores_gemma":[0.9433416,0.0003111455,0.008624479,0.002341978,0.0001765539,0.00004250825,0.00008426031,0.0003436784,0.04473384],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009545058,"threshold_uncertainty_score":0.0319314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03946337988951376,"score_gpt":0.2649810280664038,"score_spread":0.2255176481768901,"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."}}