{"id":"W1981004691","doi":"10.7202/603175ar","title":"On the Functional Determination of Lexical Categories","year":2009,"lang":"fr","type":"article","venue":"Revue québécoise de linguistique","topic":"Syntax, Semantics, Linguistic Variation","field":"Arts and Humanities","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Humanities; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002106842,0.0003190925,0.0003022786,0.002741055,0.001900748,0.003378672,0.0009481619,0.0005727133,0.006168319],"category_scores_gemma":[0.007895484,0.0003611164,0.0003850824,0.002220074,0.005306542,0.003282766,0.001478602,0.0007929651,0.0006907551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004000694,"about_ca_system_score_gemma":0.00198069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07715324,"about_ca_topic_score_gemma":0.07569049,"domain_scores_codex":[0.9984171,0.0005472368,0.0000705403,0.0004048107,0.000357816,0.0002024502],"domain_scores_gemma":[0.9948868,0.002272763,0.0003173794,0.0005592169,0.001807393,0.0001565191],"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":[0.0002409197,0.00002222938,0.05610788,0.0003615585,0.00005596423,0.0005693628,0.05108816,0.001208186,0.01908559,0.7124048,0.003463815,0.1553915],"study_design_scores_gemma":[0.00004971357,0.0001462956,0.3802001,0.0003776392,0.0001400172,0.002791551,0.03497138,0.01109224,0.009871248,0.410778,0.1493514,0.0002303771],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7751986,0.002108965,0.04550831,0.001458497,0.0000920714,0.00006038443,0.0006851578,0.0002225241,0.1746656],"genre_scores_gemma":[0.9879435,0.0001792228,0.00556978,0.0001005325,0.00002180694,0.00002942288,0.0002393201,0.00009479617,0.005821605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07715324,"threshold_uncertainty_score":0.1534083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02431590578520085,"score_gpt":0.2549363697326124,"score_spread":0.2306204639474116,"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."}}