{"id":"W2739178775","doi":"10.3389/fpsyg.2017.01236","title":"Pronoun Interpretation in the Second Language: Effects of Computational Complexity","year":2017,"lang":"en","type":"article","venue":"Frontiers in Psychology","topic":"Natural Language Processing Techniques","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Social Sciences and Humanities Research Council of Canada; Fonds de Recherche du Québec-Société et Culture","keywords":"Pronoun; Antecedent (behavioral psychology); Subject pronoun; Personal pronoun; Psychology; Linguistics; Reflexive pronoun; Object pronoun; Interpretation (philosophy); Task (project management); Set (abstract data type); Computer science; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00240678,0.0007021186,0.0006869078,0.0006739393,0.000415831,0.003038983,0.0006417139,0.0008192463,0.005932726],"category_scores_gemma":[0.04392806,0.0006670172,0.0006343304,0.0004707908,0.001191756,0.003091014,0.002048874,0.001722003,0.0004920128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006967494,"about_ca_system_score_gemma":0.0004606537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002176896,"about_ca_topic_score_gemma":0.001743068,"domain_scores_codex":[0.9977475,0.0007492441,0.0001734146,0.0005731857,0.0005850808,0.0001715794],"domain_scores_gemma":[0.8606803,0.1225161,0.00824217,0.004457152,0.001626491,0.002477705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.02452344,0.004404182,0.3761916,0.001330103,0.001069723,0.001858055,0.01629551,0.01161853,0.4566213,0.004687052,0.001423511,0.09997688],"study_design_scores_gemma":[0.0003479793,0.002382677,0.9274333,0.00006746865,0.0004110002,0.000916744,0.001343681,0.01451155,0.0455666,0.005694802,0.001185509,0.0001386634],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971029,0.0001498138,0.0006025035,0.0001005787,0.000006638966,0.00001813286,0.00007317396,0.00002819112,0.001918153],"genre_scores_gemma":[0.9974697,0.00007208648,0.00126078,0.00005090574,0.00001290717,0.00003049511,0.0001312161,0.00007771301,0.0008941501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005932726,"threshold_uncertainty_score":0.01984692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01305211302405924,"score_gpt":0.3326842147517208,"score_spread":0.3196321017276615,"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."}}