{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0001718982,0.0001471562,0.0002250992,0.0001246791,0.0001019764,0.0002556199,0.0003854304,0.00006335697,0.0004333591],"category_scores_gemma":[0.0842784,0.0001387315,0.0001428008,0.00002671327,0.0001360002,0.00006653106,0.00004766186,0.000378106,0.00003089819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008890407,"about_ca_system_score_gemma":0.0002001062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000141083,"about_ca_topic_score_gemma":0.00001789952,"domain_scores_codex":[0.9983854,0.00003551921,0.000653348,0.0001470797,0.0006369517,0.0001416746],"domain_scores_gemma":[0.982312,0.0001779088,0.0004502392,0.00009135446,0.01682534,0.000143105],"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":[0.0004482625,0.0001322877,0.0001073184,0.00001235278,0.0001971158,0.00003810187,0.01770341,0.005169175,0.000008801137,0.9709529,0.005010386,0.0002199056],"study_design_scores_gemma":[0.003772293,0.0008945069,0.0000676909,0.0002351586,0.0002659577,0.000009499581,0.004956954,0.05405576,0.0005433129,0.1859521,0.7486904,0.000556435],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07342879,0.0000660162,0.0225796,0.02178483,0.3273743,0.001202708,0.001054156,0.0004260356,0.5520836],"genre_scores_gemma":[0.9015629,0.000006533163,0.003837963,0.0007561591,0.09370738,0.00000336469,0.00001465427,0.00002408926,0.00008701468],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8281341,"threshold_uncertainty_score":0.9234351,"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."}}