{"id":"W3182264627","doi":"10.1007/s10936-021-09787-y","title":"Where do Language Mindsets Come from? An Ecological Perspective on EFL Students’ Mindsets About L2 Writing","year":2021,"lang":"en","type":"article","venue":"Journal of Psycholinguistic Research","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Psychology; Mainstream; Perspective (graphical); Pedagogy; Mathematics education","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":[0.002945149,0.0002212216,0.0002621081,0.00162486,0.002216777,0.00717102,0.0004755027,0.0008066465,0.002324628],"category_scores_gemma":[0.007380605,0.0004517503,0.0002738081,0.0009966205,0.006481658,0.004163539,0.003717671,0.00263594,0.0002402928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001299405,"about_ca_system_score_gemma":0.001580502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01109314,"about_ca_topic_score_gemma":0.01656327,"domain_scores_codex":[0.998651,0.000596219,0.00003967149,0.0002326962,0.0002478764,0.0002326496],"domain_scores_gemma":[0.9944745,0.002857095,0.0007598222,0.0003235834,0.000779142,0.0008059426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003228975,0.0007336034,0.3559745,0.0001353487,0.0000714222,0.0008056174,0.5436625,0.0008534608,0.01596958,0.04554981,0.0008157612,0.0351054],"study_design_scores_gemma":[0.00002243004,0.0001342982,0.4695774,0.0001059291,0.00002985492,0.0004498594,0.4673053,0.001859486,0.002812157,0.05052028,0.007076662,0.0001063769],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853888,0.00007407078,0.001205732,0.0007418714,0.000008203129,0.000008571102,0.00003052207,0.00001175353,0.01253054],"genre_scores_gemma":[0.9990858,0.0000296273,0.0003781475,0.00009672652,0.000002180504,0.000005399764,0.00001679147,0.000008054561,0.0003772617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01109314,"threshold_uncertainty_score":0.02205712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1133966349005444,"score_gpt":0.4890959721415785,"score_spread":0.3756993372410341,"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."}}