{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006516134,0.001481465,0.002002583,0.01918139,0.00391023,0.005668174,0.002198242,0.002056806,0.4177941],"category_scores_gemma":[0.03239274,0.001169254,0.0008951512,0.0247955,0.001543723,0.003091858,0.00398533,0.002410984,0.145546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002793076,"about_ca_system_score_gemma":0.004324361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008200994,"about_ca_topic_score_gemma":0.01240893,"domain_scores_codex":[0.9920773,0.002630644,0.002105519,0.001381159,0.001307221,0.0004982451],"domain_scores_gemma":[0.9745647,0.0124807,0.001855011,0.00365318,0.006729506,0.0007167707],"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":[0.001009802,0.0003010897,0.002475644,0.02566137,0.0001314657,0.0005592876,0.004386103,0.0002469499,0.00249494,0.02450883,0.8621419,0.07608262],"study_design_scores_gemma":[0.0000979445,0.00005129505,0.004362324,0.002911106,0.00003122533,0.0001151428,0.0008966426,0.00004655503,0.0005818312,0.001701069,0.9891796,0.00002520922],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.01221982,0.02329403,0.008021479,0.002456375,0.003514546,0.01080029,0.7750392,0.0007567977,0.1638975],"genre_scores_gemma":[0.0472856,0.01541593,0.01895765,0.003297833,0.001969953,0.06820028,0.7370089,0.002461415,0.1054025],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5822059,"threshold_uncertainty_score":0.830446,"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."}}