{"id":"W7154566195","doi":"10.48448/kzvj-f927","title":"Learning novel intransitive verbs from input cues: Experiments with Mandarin-learning toddlers","year":2025,"lang":"","type":"other","venue":"Underline Science Inc.","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Categorization; Verb; Event (particle physics); Semantics (computer science); Fixation (population genetics); Semantic property","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":[0.001322588,0.0009981779,0.001178221,0.0004750243,0.0005460495,0.0007998084,0.00129538,0.001177322,0.001469277],"category_scores_gemma":[0.003289877,0.000476161,0.0006656364,0.0001959023,0.001584024,0.0007034537,0.001118393,0.001872291,0.0007636135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005189389,"about_ca_system_score_gemma":0.0003897941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002257352,"about_ca_topic_score_gemma":0.002545363,"domain_scores_codex":[0.9989873,0.0002046253,0.0001561315,0.0003680961,0.0001690144,0.0001149406],"domain_scores_gemma":[0.9973309,0.00102154,0.0003862818,0.0005365405,0.0002391715,0.0004855595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004251282,0.009780918,0.02164304,0.0003987598,0.0001414014,0.003137236,0.009129152,0.0006218197,0.9277454,0.0009165009,0.0003417759,0.02189263],"study_design_scores_gemma":[0.001323163,0.05701076,0.118576,0.0001264205,0.0003634072,0.006071985,0.007581037,0.00547994,0.7947046,0.00288258,0.005638586,0.000241492],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992692,0.00004034733,0.0003672801,0.00001818395,0.000006415415,0.00002905269,0.00004623811,0.00001922378,0.0002040376],"genre_scores_gemma":[0.9924937,0.0001500959,0.005223653,0.00005711969,0.000007982515,0.0001407609,0.0002228836,0.00003680529,0.001667006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002257352,"threshold_uncertainty_score":0.006994545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01673744470934622,"score_gpt":0.2825175478429839,"score_spread":0.2657801031336377,"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."}}