{"id":"W2803495381","doi":"","title":"Proceedings of Methods XIV : Papers from the Fourteenth International Conference on Methods in Dialectology, 2011","year":2013,"lang":"en","type":"book","venue":"Peter Lang eBooks","topic":"Linguistic Variation and Morphology","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dialectology; Variation (astronomy); Linguistics; Phonology; Syntax; Language change; History; Ethnic group; Sound change; Geography; Anthropology; Library science; Sociology; Computer science; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02480393,0.001721835,0.001976102,0.004336634,0.00219225,0.008359592,0.002101088,0.002130269,0.1010632],"category_scores_gemma":[0.06038835,0.001603448,0.001962749,0.003679932,0.004367658,0.004547061,0.003524066,0.005318831,0.02851622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00454449,"about_ca_system_score_gemma":0.006382727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003932409,"about_ca_topic_score_gemma":0.004095148,"domain_scores_codex":[0.9851831,0.007867097,0.001199777,0.001544268,0.003920946,0.0002848686],"domain_scores_gemma":[0.9562986,0.03067241,0.0008745541,0.004165386,0.00720043,0.0007884197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001026542,0.00007343546,0.000530227,0.001567341,0.0001385437,0.00006622861,0.001115925,0.0005658999,0.0005874173,0.04746312,0.5214292,0.4263599],"study_design_scores_gemma":[0.00002211558,0.00002371416,0.001220896,0.001580884,0.0000323424,0.00018242,0.0003513659,0.0005273712,0.0004595736,0.04993097,0.9456302,0.0000381501],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.002484082,0.3100284,0.4164367,0.0388552,0.06397097,0.001182124,0.004212619,0.002240838,0.1605891],"genre_scores_gemma":[0.02677933,0.1489954,0.4194984,0.008125441,0.01948413,0.004093304,0.008525494,0.008300541,0.356198],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1010632,"threshold_uncertainty_score":0.3380899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09689741241022369,"score_gpt":0.4102465590339544,"score_spread":0.3133491466237307,"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."}}