{"id":"W4237449297","doi":"10.1007/978-3-319-19650-3_3329","title":"Verbing and Nouning","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Syntax, Semantics, Linguistic Variation","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Geography","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":[0.0006017301,0.0008571298,0.000597275,0.001362604,0.001847624,0.005405847,0.0009905834,0.001375271,0.02837259],"category_scores_gemma":[0.00167322,0.0003450628,0.00036783,0.00212852,0.006301115,0.007032443,0.001384274,0.003098199,0.007312716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001756976,"about_ca_system_score_gemma":0.001003789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004317873,"about_ca_topic_score_gemma":0.006125808,"domain_scores_codex":[0.9994227,0.0002593068,0.00002156601,0.0001126289,0.0001324747,0.0000513828],"domain_scores_gemma":[0.9996737,0.0001829889,0.00001430781,0.00006275228,0.00004949639,0.00001676203],"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":[0.000006260078,0.000005778164,0.00004087662,0.0000436025,0.000001746806,0.00001932098,0.0007776949,0.00006167743,0.0001165941,0.9491711,0.0248726,0.02488275],"study_design_scores_gemma":[0.000003384869,0.000007442208,0.0001838725,0.00008171762,0.000003288189,0.0001442629,0.0005134084,0.0002249118,0.0002214825,0.4853104,0.513298,0.000007794438],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00141928,0.01071126,0.01645686,0.0024203,0.0008414635,0.00002698689,0.0001783344,0.0001538964,0.9677917],"genre_scores_gemma":[0.1600814,0.0141404,0.01329118,0.002663059,0.002065858,0.0001809989,0.0009632396,0.001063952,0.8055499],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02837259,"threshold_uncertainty_score":0.09491575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03938032100483212,"score_gpt":0.2203348355987091,"score_spread":0.180954514593877,"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."}}