{"id":"W3182510821","doi":"10.6018/ijes.412191","title":"Measuring Productive Derivational Knowledge of the Most Frequent Words","year":2021,"lang":"en","type":"article","venue":"International Journal of English Studies","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Linguistics; Meaning (existential); Psychology; Computer science; Natural language processing","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":[0.0009909397,0.0003418814,0.0002144456,0.001334648,0.0002693803,0.0006400744,0.000248479,0.0003144955,0.002779376],"category_scores_gemma":[0.007696944,0.0001160404,0.0002027554,0.0006222202,0.0004308784,0.000702329,0.0005434039,0.0003789537,0.0006357564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001942032,"about_ca_system_score_gemma":0.0003750685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005679639,"about_ca_topic_score_gemma":0.001032233,"domain_scores_codex":[0.9993758,0.0001300352,0.0001186736,0.00007471769,0.0002406074,0.00006018146],"domain_scores_gemma":[0.9957052,0.001777919,0.001183054,0.0002659019,0.000856641,0.0002113133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003012641,0.0008180433,0.7070808,0.0003710102,0.00007489257,0.000404894,0.009231684,0.00061529,0.03240822,0.0006094152,0.000473588,0.2476108],"study_design_scores_gemma":[0.00001057112,0.0009544819,0.9727791,0.00008603792,0.00005479129,0.001453898,0.005931257,0.0007600111,0.01432118,0.001204404,0.002409085,0.00003525915],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996597,0.0001121065,0.000906233,0.00001816323,0.000002574988,0.00002263678,0.00007001543,0.000009775068,0.002261488],"genre_scores_gemma":[0.9966165,0.0001622858,0.001961661,0.00001417358,0.000002789921,0.00003944279,0.000142133,0.000003377434,0.001057593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002779376,"threshold_uncertainty_score":0.009297907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0541492725347309,"score_gpt":0.3528294705713411,"score_spread":0.2986801980366102,"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."}}