{"id":"W4200150072","doi":"10.18061/fdmc.2021.0016","title":"Section 2: Corpus Studies Abstracts","year":2021,"lang":"en","type":"article","venue":"","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Section (typography); Computer science; Natural language processing; Artificial intelligence; Information retrieval; Operating system","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008838252,0.00004638966,0.00007080401,0.00002722237,0.00005229146,0.00001426541,0.00002310465,0.00004165245,0.1569424],"category_scores_gemma":[0.00007111529,0.00004168387,0.00003107867,0.000086491,0.0000141312,0.00003357783,0.00001219835,0.00009896896,0.001325654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001248122,"about_ca_system_score_gemma":0.000008358169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002121113,"about_ca_topic_score_gemma":0.00001737882,"domain_scores_codex":[0.9995537,0.00005549493,0.0001006354,0.0001375371,0.0000483991,0.0001042758],"domain_scores_gemma":[0.9996718,0.00007752705,0.0000289909,0.0001283152,0.00006541282,0.00002791437],"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":[0.0001382801,0.0007002382,0.003117806,0.00007502213,0.001574319,0.006686719,0.07265373,0.0002062514,0.03070642,0.09167247,0.5174355,0.2750332],"study_design_scores_gemma":[0.00169817,0.0001202531,0.1735044,0.00002953251,0.0000499305,0.001307508,0.1694924,0.00001051486,0.0133401,0.00100536,0.6390346,0.0004071748],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4941723,0.01075715,0.00009901539,0.0003656585,0.001956546,0.00002510056,6.08713e-7,0.0001206453,0.492503],"genre_scores_gemma":[0.8581532,0.00001270267,0.0001608155,0.00941683,0.0003675435,0.000005717794,0.000008749571,0.000007052107,0.1318674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3639809,"threshold_uncertainty_score":0.9994519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0518545309496358,"score_gpt":0.377736665312255,"score_spread":0.3258821343626192,"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."}}