{"id":"W3022193178","doi":"10.1002/tesq.581","title":"Development and Initial Validation of the L2‐Teacher Grit Scale","year":2020,"lang":"en","type":"article","venue":"TESOL Quarterly","topic":"Grit, Self-Efficacy, and Motivation","field":"Psychology","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"Camosun College","funders":"","keywords":"Grit; Psychology; Scale (ratio); Construct validity; Variance (accounting); Predictive validity; Test validity; Internal consistency; Social psychology; Mathematics education; Statistics; Psychometrics; Mathematics; Developmental psychology; Accounting","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":[0.0228995,0.0006619993,0.0008260274,0.001535148,0.001699641,0.001334449,0.001395851,0.000874329,0.003396756],"category_scores_gemma":[0.03001249,0.0008252925,0.0007823928,0.0008489063,0.001276546,0.001286343,0.002638688,0.003193019,0.002775264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001248147,"about_ca_system_score_gemma":0.00525642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004688916,"about_ca_topic_score_gemma":0.01111762,"domain_scores_codex":[0.9932423,0.002219321,0.0009340782,0.0005874543,0.00269211,0.0003246584],"domain_scores_gemma":[0.9890737,0.002982107,0.0005154916,0.0009582522,0.005751838,0.0007185781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001285846,0.01396438,0.3409747,0.001335628,0.0001321072,0.001495007,0.08780325,0.001692055,0.02898114,0.007330974,0.02250566,0.4924993],"study_design_scores_gemma":[0.0009264445,0.009530922,0.8350993,0.001352315,0.00009763485,0.002038566,0.03051635,0.006560401,0.01117377,0.003963773,0.0985046,0.0002358282],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9195722,0.0007073653,0.02989237,0.001379809,0.0003423555,0.02884421,0.002542241,0.0002890888,0.01643042],"genre_scores_gemma":[0.7788634,0.00167338,0.1348774,0.001258465,0.0001679581,0.06443121,0.006636846,0.0003874874,0.0117038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0228995,"threshold_uncertainty_score":0.1211056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04179235854044033,"score_gpt":0.2934532735850602,"score_spread":0.2516609150446198,"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."}}