{"id":"W2140292502","doi":"10.1111/lang.12129","title":"Validating an Elicited Imitation Task as a Measure of Implicit Knowledge: Comparisons With Other Validation Studies","year":2015,"lang":"en","type":"article","venue":"Language Learning","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Psychology; Construct (python library); Imitation; Task (project management); Construct validity; Cognitive psychology; Implicit knowledge; Measure (data warehouse); Linguistics; Social psychology; Psychometrics; Cognitive science; Developmental psychology; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0450265,0.0007000723,0.0007467057,0.001344218,0.0008100484,0.001619995,0.001561589,0.001406619,0.0009660067],"category_scores_gemma":[0.1549562,0.0003292337,0.0008189821,0.0007718072,0.002083765,0.002412084,0.002367348,0.001119093,0.0004710372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006421256,"about_ca_system_score_gemma":0.00126436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001487702,"about_ca_topic_score_gemma":0.001948168,"domain_scores_codex":[0.9729667,0.01562214,0.00348943,0.001609378,0.005484536,0.0008277009],"domain_scores_gemma":[0.7694921,0.1643533,0.01640403,0.02040545,0.02786137,0.001483817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00504211,0.004588573,0.6955329,0.001449043,0.0008757254,0.0005416373,0.03340916,0.002732383,0.0609636,0.003809912,0.0004802198,0.1905747],"study_design_scores_gemma":[0.000316564,0.01018303,0.8456078,0.0005393441,0.0005231617,0.001596671,0.007124191,0.01331724,0.1110416,0.003081019,0.00645119,0.0002181441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828441,0.0002319676,0.01335739,0.00004738828,0.00004252649,0.0002938635,0.0001202238,0.00003421854,0.00302828],"genre_scores_gemma":[0.9884217,0.0002155619,0.00912691,0.000111573,0.00002761638,0.0006387103,0.0003952847,0.00005202708,0.001010496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0450265,"threshold_uncertainty_score":0.2381257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1138184631898155,"score_gpt":0.358364187344584,"score_spread":0.2445457241547685,"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."}}