{"id":"W4407105429","doi":"10.1075/rs.24009.bot","title":"Review of Seoane &amp; Biber (2021): Corpus-based Approaches to Register Variation","year":2024,"lang":"en","type":"article","venue":"Register Studies","topic":"Natural Language Processing Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Register (sociolinguistics); Variation (astronomy); Natural language processing; Biology; Computer science; Linguistics; Philosophy; Physics; Astrophysics","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":[0.005062678,0.0007878672,0.001369683,0.01345066,0.001472225,0.002929201,0.00162706,0.001322654,0.008436013],"category_scores_gemma":[0.02146262,0.000503541,0.0004652193,0.01527117,0.002161124,0.00395973,0.002705978,0.001393377,0.003471463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001778883,"about_ca_system_score_gemma":0.004888691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01412186,"about_ca_topic_score_gemma":0.03521322,"domain_scores_codex":[0.9977657,0.0008622256,0.0003299509,0.0003271457,0.0006559766,0.00005900672],"domain_scores_gemma":[0.9870448,0.008913795,0.0005003174,0.0008253203,0.002530638,0.000185239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007572985,0.00003652639,0.001228181,0.01177833,0.0001188609,0.0001779836,0.001765453,0.0004108545,0.001510333,0.03405643,0.09634912,0.8524922],"study_design_scores_gemma":[0.000006887368,0.00002840442,0.002953942,0.005637689,0.0001523095,0.0003026369,0.0006218585,0.0002163306,0.001085409,0.00657767,0.9823861,0.00003069499],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004058968,0.8983815,0.04393573,0.01460407,0.005317011,0.0002170707,0.00395812,0.0002791403,0.02924834],"genre_scores_gemma":[0.03697805,0.8621336,0.06368005,0.007378565,0.002725353,0.0006729273,0.006163382,0.0004405041,0.01982758],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01412186,"threshold_uncertainty_score":0.02822131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1655578729349414,"score_gpt":0.3473067979953762,"score_spread":0.1817489250604348,"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."}}