{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002821928,0.00004124139,0.00005743514,0.00004588944,0.00003586767,0.000001170376,0.00003822809,0.00002976789,0.0001055018],"category_scores_gemma":[0.00001261573,0.00004994829,0.00002773084,0.00005256459,0.00001453531,0.00002779823,0.000002429422,0.00004102709,0.000008426514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002774699,"about_ca_system_score_gemma":0.00003039718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002061703,"about_ca_topic_score_gemma":0.0001380171,"domain_scores_codex":[0.9997957,0.000003816924,0.0000502585,0.00005003818,0.00002491136,0.00007528759],"domain_scores_gemma":[0.9998417,0.00004090172,0.00001046957,0.00005650932,0.0000227047,0.00002774477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002792552,0.00002149912,0.004613255,0.00009607369,0.00001537039,5.129198e-7,0.0005469266,0.9844999,0.002068553,0.0006657804,0.005919459,0.001524775],"study_design_scores_gemma":[0.000406658,0.00006147272,0.01391826,0.00001066167,0.000007512127,0.000002689382,0.00009367843,0.7043706,0.003201433,0.000003874859,0.2778041,0.0001190003],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6878675,0.00008776555,0.3045197,0.00008684242,0.0001898678,0.0001467197,0.000001734698,0.0001698323,0.006930115],"genre_scores_gemma":[0.9887865,0.0000163833,0.007401194,0.000004309496,0.00001930996,0.000001022944,0.00001564442,0.000008501904,0.003747127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3009191,"threshold_uncertainty_score":0.2036832,"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."}}