{"id":"W4389559874","doi":"10.1075/dia.23064.bow","title":"Diachrony and Diachronica","year":2023,"lang":"en","type":"article","venue":"Diachronica","topic":"Syntax, Semantics, Linguistic Variation","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Linguistics; History; Philosophy","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":[0.003946022,0.0005635053,0.0005792632,0.002366354,0.006360915,0.009246702,0.0008291182,0.002688786,0.01199967],"category_scores_gemma":[0.009667102,0.0002609026,0.0004148576,0.002787761,0.02082086,0.01076679,0.005181622,0.007192262,0.003126136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007665468,"about_ca_system_score_gemma":0.003112732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005766761,"about_ca_topic_score_gemma":0.006207263,"domain_scores_codex":[0.9942126,0.003083187,0.0002488205,0.0008400672,0.001052614,0.000562771],"domain_scores_gemma":[0.9960896,0.002324014,0.0002494924,0.0004645201,0.000560906,0.0003115415],"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":[0.00001379658,0.000003872527,0.0001283189,0.00002580802,0.000001876701,0.00002297364,0.003056773,0.00001497199,0.00003071368,0.9569971,0.03318226,0.006521657],"study_design_scores_gemma":[0.000006729395,0.000006993167,0.0002844516,0.000120739,0.000002174753,0.0001310709,0.001835511,0.00005433799,0.00008098267,0.2202137,0.7772515,0.00001183568],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007539601,0.06678782,0.009861286,0.2296364,0.01183788,0.00003717281,0.0001972249,0.0001155322,0.673987],"genre_scores_gemma":[0.5337299,0.03309575,0.005877835,0.04860183,0.01317025,0.0002537836,0.0003346479,0.0005954535,0.3643406],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01199967,"threshold_uncertainty_score":0.05561715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0299643127341058,"score_gpt":0.2488916896253655,"score_spread":0.2189273768912597,"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."}}