{"id":"W2314865747","doi":"10.14288/1.0105458","title":"Grammar and logic","year":2011,"lang":"en","type":"article","venue":"Open Collections","topic":"Advanced Algebra and Logic","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Linguistics; Computer science; Grammar; Natural language processing; Artificial intelligence; Philosophy","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":[0.003372704,0.001067545,0.001505621,0.002601923,0.004420271,0.009244055,0.001753956,0.003256386,0.01324026],"category_scores_gemma":[0.005070692,0.0005885291,0.001716137,0.002442867,0.02737024,0.009929563,0.003865627,0.006210403,0.004274339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009851679,"about_ca_system_score_gemma":0.003664635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005762957,"about_ca_topic_score_gemma":0.002599327,"domain_scores_codex":[0.9949908,0.002277874,0.0003770295,0.001040086,0.0008668425,0.0004473799],"domain_scores_gemma":[0.9959584,0.002462566,0.0002702335,0.000624263,0.0005111208,0.0001733877],"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":[0.000004679357,0.000003331666,0.00006786809,0.0000539696,0.000006758844,0.00002768851,0.0004200972,0.000206514,0.00004425169,0.9880242,0.007087577,0.00405311],"study_design_scores_gemma":[0.000005082476,0.000004313392,0.0000613581,0.00004649059,0.000002773607,0.00004666757,0.0001211148,0.0001736177,0.00002793249,0.9237176,0.07578876,0.000004329833],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008332744,0.09429,0.07944541,0.07243269,0.003101995,0.0001307593,0.001083722,0.0008575353,0.7403251],"genre_scores_gemma":[0.6817739,0.04990527,0.06101196,0.03266535,0.008660737,0.0006125294,0.001698915,0.0009544512,0.1627169],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01324026,"threshold_uncertainty_score":0.07147926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05283192079682913,"score_gpt":0.2565411772594102,"score_spread":0.2037092564625811,"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."}}