{"id":"W2415313051","doi":"10.1007/978-3-319-22689-7_19","title":"Asymmetry Theory and Asymmetry Based Parsing","year":2015,"lang":"en","type":"book-chapter","venue":"Communications in computer and information science","topic":"Natural Language Processing Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Asymmetry; Parsing; Computer science; Natural language processing; Physics; Particle physics","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":[],"consensus_categories":[],"category_scores_codex":[0.00205457,0.0009586488,0.00121017,0.00254705,0.001716526,0.00376891,0.002514716,0.002405011,0.01676121],"category_scores_gemma":[0.007561123,0.001032853,0.001377673,0.003624683,0.004320688,0.01417712,0.002730631,0.005553284,0.00511169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001640449,"about_ca_system_score_gemma":0.00125047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008903981,"about_ca_topic_score_gemma":0.0005156745,"domain_scores_codex":[0.9983634,0.0005637932,0.0001216981,0.0002547264,0.0005044906,0.0001918072],"domain_scores_gemma":[0.9971908,0.001612492,0.0001469032,0.0006265074,0.0003453669,0.00007802102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008322911,0.000004899576,0.00003699291,0.00002203871,0.000002980399,0.00002758082,0.00006317131,0.0004673592,0.0001322655,0.9820138,0.003147638,0.01407298],"study_design_scores_gemma":[0.000001269346,0.000001140619,0.00002088656,0.00000858233,0.0000028742,0.00003486571,0.000009359703,0.001720814,0.0001358417,0.9939045,0.004155249,0.00000458659],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01244558,0.003847982,0.7996587,0.00533336,0.001063019,0.00007115804,0.000567307,0.001069898,0.1759431],"genre_scores_gemma":[0.5567871,0.00892895,0.3098335,0.002830031,0.003459869,0.0004481483,0.002226198,0.002780546,0.1127056],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01676121,"threshold_uncertainty_score":0.05607182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03680696259163128,"score_gpt":0.3166785686922267,"score_spread":0.2798716061005954,"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."}}