{"id":"W2605897523","doi":"10.71781/13547","title":"The role of aspect in paraphrase operations","year":2005,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Paraphrase; Computer science; Artificial intelligence","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":[0.001346585,0.0004046066,0.0004043097,0.001379762,0.001335484,0.005390444,0.0007539845,0.0007987192,0.01656347],"category_scores_gemma":[0.007623562,0.0004300762,0.0003935193,0.001859289,0.002367214,0.006479447,0.001037061,0.001507155,0.001692063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004208264,"about_ca_system_score_gemma":0.00299358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06231728,"about_ca_topic_score_gemma":0.05655565,"domain_scores_codex":[0.9990945,0.0002550924,0.00005396952,0.00016203,0.0003339127,0.0001004467],"domain_scores_gemma":[0.9976031,0.0008509153,0.0001664098,0.0003583903,0.0009076559,0.000113618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003250093,0.00007377139,0.002600676,0.0005247726,0.00007147134,0.0004508058,0.005711887,0.0009295793,0.02092929,0.7171593,0.02750508,0.2237184],"study_design_scores_gemma":[0.0001343118,0.0001145956,0.04500712,0.0006046825,0.0001739716,0.00129045,0.002249502,0.007786945,0.02221759,0.4702615,0.4499857,0.0001737181],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1598469,0.06176332,0.1739467,0.02319945,0.002070137,0.0001684009,0.00203566,0.001585681,0.5753838],"genre_scores_gemma":[0.8713031,0.01370226,0.04233237,0.0006916123,0.0007841596,0.00009055426,0.001114876,0.000686384,0.06929473],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06231728,"threshold_uncertainty_score":0.1239091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02145575256133932,"score_gpt":0.3516785031597771,"score_spread":0.3302227505984378,"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."}}