{"id":"W7048445240","doi":"","title":"Light verbs and the flexible use of words as noun and verb in early language learning","year":2001,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Noun; Verb; Class (philosophy); Noun phrase; Language acquisition; Lexicalization","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007107456,0.000383315,0.0005379283,0.0003147012,0.0003913679,0.0001615652,0.0002910162,0.0001988217,0.007412804],"category_scores_gemma":[0.0002214035,0.0003254343,0.0001236732,0.0004099763,0.00007940306,0.0001624175,0.0002018303,0.001299369,0.00003924765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002950548,"about_ca_system_score_gemma":0.00004747582,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01085475,"about_ca_topic_score_gemma":0.001338436,"domain_scores_codex":[0.9975523,0.0003547223,0.0005385574,0.0005534864,0.0005597398,0.0004411443],"domain_scores_gemma":[0.9985496,0.0004574601,0.0002953494,0.0004009268,0.0001471434,0.000149544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001076888,0.0002170666,0.005036199,0.0002743531,0.0002127939,0.00004533918,0.0004330255,0.000009525231,0.02416471,0.1206944,0.00001348163,0.8478222],"study_design_scores_gemma":[0.02221349,0.001370901,0.08339101,0.002945657,0.0007391725,0.00001988583,0.02064508,0.0004220851,0.09869657,0.02141982,0.744599,0.003537339],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7713101,0.000266162,7.339383e-8,0.00003598408,0.00009324164,0.0005576422,0.00006101233,0.00002282845,0.227653],"genre_scores_gemma":[0.92158,0.0002074535,0.00005736548,0.00002779052,0.00003055442,0.0000954133,0.0001608238,0.00005466344,0.07778595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8442849,"threshold_uncertainty_score":0.9999198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01041720029910666,"score_gpt":0.2494066009619941,"score_spread":0.2389894006628874,"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."}}