{"id":"W598272799","doi":"10.1075/cilt.333","title":"Variation within and across Romance Languages","year":2014,"lang":"en","type":"book","venue":"Amsterdam studies in the theory and history of linguistic science. Series 4, Current issues in linguistic theory","topic":"Medieval European Literature and History","field":"Arts and Humanities","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variation (astronomy); Romance; Romance languages; Linguistics; Evolutionary biology; Art; Biology; Literature; Philosophy; Physics; Astronomy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.01182553,0.0006027301,0.001091096,0.000464256,0.0006001553,0.0001215227,0.0009253354,0.0001177596,0.0001271414],"category_scores_gemma":[0.01000641,0.0004559439,0.00009347976,0.00009330654,0.01712542,0.0001502676,0.0004225287,0.0008671697,0.00001487461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005290566,"about_ca_system_score_gemma":0.0003471891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003588517,"about_ca_topic_score_gemma":0.000367176,"domain_scores_codex":[0.9958927,0.0009743122,0.001093624,0.0008590896,0.0006486707,0.0005316194],"domain_scores_gemma":[0.995201,0.002669283,0.0008100525,0.0007388141,0.0004917516,0.00008912404],"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":[0.0001972756,0.00003669828,0.000003031465,0.0007888136,0.00002586205,0.0000290543,0.4680469,0.000001035632,0.000001590439,0.5285934,0.001611585,0.0006647783],"study_design_scores_gemma":[0.0002996438,0.0002271341,0.00002706323,0.002043482,0.0001073949,0.00001464585,0.02082704,0.000006178295,8.229192e-7,0.3022683,0.6737617,0.0004165483],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002646673,0.3054943,0.00001343163,0.00002887296,0.02197419,0.0005545851,0.000100816,0.00006727423,0.6691198],"genre_scores_gemma":[0.1990738,0.005054204,0.0001329911,0.0004367471,0.007508003,0.00006667428,0.00003838127,0.00009788716,0.7875913],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6721501,"threshold_uncertainty_score":0.9997892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03883563063683164,"score_gpt":0.3215621347593128,"score_spread":0.2827265041224812,"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."}}