{"id":"W2595387557","doi":"10.1515/phras-2016-0001","title":"Phraseology at the intersection of grammar, culture and statistics","year":2016,"lang":"en","type":"article","venue":"Digital Access to Libraries (Université catholique de Louvain (UCL), l'Université de Namur (UNamur) and the Université Saint-Louis (USL-B))","topic":"Linguistics, Language Diversity, and Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Phraseology; Linguistics; Grammar; Intersection (aeronautics); Natural language processing; Computer science; Mathematics; Geography; Philosophy","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":[0.01221611,0.0006520573,0.00173034,0.00639848,0.002727421,0.01175328,0.001537905,0.001801299,0.004879623],"category_scores_gemma":[0.03047562,0.0005142518,0.00109733,0.00644535,0.03786547,0.01782541,0.004617197,0.005350169,0.0008997275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003864121,"about_ca_system_score_gemma":0.003027239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003297749,"about_ca_topic_score_gemma":0.001468346,"domain_scores_codex":[0.9859967,0.01004768,0.0008279996,0.00136195,0.001338686,0.0004270542],"domain_scores_gemma":[0.9640965,0.02803366,0.001892998,0.00308871,0.002229295,0.0006587869],"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":[0.000009304162,0.000005208094,0.0007705246,0.00006445871,0.00001984655,0.0000585791,0.001315369,0.0005725034,0.0001059904,0.9871608,0.0009937428,0.008923758],"study_design_scores_gemma":[0.000003000832,0.000008482714,0.0003848784,0.00004942672,0.000003657863,0.00004649365,0.0005801844,0.0006559871,0.00006775181,0.9876605,0.01052654,0.00001296695],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0486889,0.04479082,0.6385185,0.06782375,0.002064348,0.0001248965,0.000837299,0.0004906176,0.1966609],"genre_scores_gemma":[0.8750871,0.01482589,0.08989042,0.004513881,0.004492811,0.000312331,0.0004985713,0.0005520602,0.009826864],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01221611,"threshold_uncertainty_score":0.06460571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01144829389329695,"score_gpt":0.2018592803401482,"score_spread":0.1904109864468512,"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."}}