{"id":"W1596349298","doi":"","title":"Thinking linguistically: A scientific approach to language by Maya Honda & Wayne O’Neil.","year":2010,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"Maya; Linguistics; Art; History; Philosophy; Archaeology","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":[0.004014633,0.0006867353,0.0005698954,0.001757354,0.003358959,0.004793338,0.001199526,0.001727147,0.002555612],"category_scores_gemma":[0.01048,0.000392092,0.0005031084,0.00158729,0.00841895,0.01164189,0.00211123,0.007305416,0.001017296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00245489,"about_ca_system_score_gemma":0.002546305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007382418,"about_ca_topic_score_gemma":0.01000754,"domain_scores_codex":[0.9980224,0.001131285,0.0000801886,0.0002502979,0.0004241827,0.00009165216],"domain_scores_gemma":[0.9934574,0.004798354,0.000218927,0.0002121229,0.0009371718,0.0003760401],"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":[0.00006731074,0.00003843855,0.0004007292,0.000245077,0.00003088748,0.0001341322,0.01046204,0.0003372618,0.000287421,0.5654959,0.3389258,0.08357505],"study_design_scores_gemma":[0.00001315085,0.00001771447,0.0004928194,0.0003176923,0.00001724977,0.0002080824,0.002725355,0.0008399108,0.0002897536,0.4693539,0.5256876,0.00003676111],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.003848236,0.1929347,0.0402999,0.6956364,0.01268184,0.00003128238,0.0001541052,0.0001853302,0.05422827],"genre_scores_gemma":[0.3432091,0.3031582,0.09881092,0.1092177,0.02066814,0.0004841152,0.0003688881,0.000688159,0.1233948],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.007382418,"threshold_uncertainty_score":0.02123165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1037972714466679,"score_gpt":0.5063980020401471,"score_spread":0.4026007305934792,"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."}}