{"id":"W7096140214","doi":"","title":"University of Alberta CORPUS-BASED LEARNING FOR PRONOMINAL ANAPHORA RESOLUTION","year":2008,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anaphora (linguistics); Permission; Resolution (logic); Association (psychology); Scheme (mathematics)","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":[0.004794165,0.001442661,0.001332786,0.00581257,0.003563471,0.006687328,0.002685163,0.002026342,0.04821809],"category_scores_gemma":[0.01800723,0.000992806,0.0008024635,0.006585157,0.001586886,0.004845913,0.004582154,0.003108962,0.02489367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004784977,"about_ca_system_score_gemma":0.008890356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1736572,"about_ca_topic_score_gemma":0.2386216,"domain_scores_codex":[0.9963661,0.001353807,0.0002133888,0.0008230162,0.001021887,0.0002217325],"domain_scores_gemma":[0.9922456,0.003542614,0.0001780757,0.001475515,0.002223155,0.000335063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005527656,0.0003311396,0.001908331,0.001167231,0.0001085598,0.0004958551,0.001824811,0.009192886,0.005808551,0.02121762,0.3670665,0.5903257],"study_design_scores_gemma":[0.0004850392,0.0001622728,0.00743704,0.0009527844,0.0001830745,0.0008488625,0.003508266,0.1871039,0.01815073,0.05409525,0.7268505,0.0002222578],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05937927,0.009893935,0.4957675,0.008654485,0.002965993,0.002655938,0.1311974,0.06858852,0.2208969],"genre_scores_gemma":[0.2221152,0.003969913,0.5140869,0.0006752409,0.0003565151,0.002040412,0.1726053,0.005513422,0.07863721],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1736572,"threshold_uncertainty_score":0.3452927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01875975665275486,"score_gpt":0.2122286915452618,"score_spread":0.1934689348925069,"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."}}