{"id":"W3117180947","doi":"10.5539/ijel.v11n2p1","title":"A Prototypical Model on Hakka Serial Verb Constructions","year":2020,"lang":"en","type":"article","venue":"International Journal of English Linguistics","topic":"Syntax, Semantics, Linguistic Variation","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Verb; Computer science; Scope (computer science); Syntax; Interdependence; Modal verb; Linguistics; Natural language processing; Component (thermodynamics); Artificial intelligence; Causative; Semantics (computer science); Interface (matter); Meaning (existential); Programming language; Psychology; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001153971,0.0003928115,0.0002579525,0.001710249,0.001715586,0.002431205,0.0009353337,0.0008736219,0.004245327],"category_scores_gemma":[0.001804672,0.0003138632,0.00062651,0.001424124,0.00601927,0.005274092,0.001666634,0.0009184329,0.0004763126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001203869,"about_ca_system_score_gemma":0.0008095584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001329424,"about_ca_topic_score_gemma":0.001437963,"domain_scores_codex":[0.9989512,0.0003969081,0.00006729679,0.0002465256,0.0002352433,0.0001028973],"domain_scores_gemma":[0.999139,0.0003330313,0.0001148357,0.000241854,0.0001283206,0.00004303456],"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":[0.00001913627,0.00001261514,0.00184554,0.00003038287,0.000004144259,0.000229797,0.005040801,0.0003534447,0.001392671,0.9852657,0.0003526124,0.005453231],"study_design_scores_gemma":[0.00003926676,0.0001276799,0.008126716,0.00009302144,0.00002873793,0.003638076,0.01089314,0.0161979,0.003189518,0.9223895,0.03522631,0.00005019738],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3889181,0.000444618,0.3135369,0.001043283,0.0001428289,0.0002548979,0.0003119718,0.0005568356,0.2947905],"genre_scores_gemma":[0.9819012,0.00006745155,0.01496644,0.00005035307,0.00001883207,0.00006841021,0.00009321621,0.00005717566,0.002776969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004245327,"threshold_uncertainty_score":0.01420206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03881597094931263,"score_gpt":0.2679197114890422,"score_spread":0.2291037405397296,"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."}}