{"id":"W4226450442","doi":"10.1017/s0261444822000015","title":"The third wind of language learning strategies research","year":2022,"lang":"en","type":"article","venue":"Language Teaching","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Psychology; Mathematics education; Linguistics; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006037716,0.0001251851,0.0001658723,0.0001496721,0.005448326,0.0004157313,0.000505119,0.00002389919,0.001162341],"category_scores_gemma":[0.0004806805,0.00009285241,0.00009210886,0.00006426966,0.0002398832,0.0001872008,0.0003176121,0.003164641,0.0000375526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006414556,"about_ca_system_score_gemma":0.00007336004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005814483,"about_ca_topic_score_gemma":0.0009321846,"domain_scores_codex":[0.9964277,0.002038163,0.0002508413,0.0002170363,0.0006321504,0.0004341439],"domain_scores_gemma":[0.9984705,0.0009980227,0.000132312,0.00032357,0.00003522334,0.00004031392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002199469,0.00004054798,0.0005447702,0.00002447552,0.00003311449,0.00003239094,0.8345808,0.00102693,0.002069269,0.1389436,0.001196505,0.02148559],"study_design_scores_gemma":[0.000138279,0.0001393118,0.0001013625,0.00002258992,0.000008053275,0.000007773985,0.8022517,0.0003750887,0.0000271426,0.000264499,0.1965512,0.000112961],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7673547,0.001817228,0.00001560552,0.0001944545,0.0002074631,0.00009664707,0.000007112158,0.0001754064,0.2301314],"genre_scores_gemma":[0.9551934,0.000005555075,0.00006135057,0.00005256575,0.000523023,0.00001406354,0.00002169158,0.00003341589,0.04409495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1953547,"threshold_uncertainty_score":0.9997507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04445950237068295,"score_gpt":0.3375546844878997,"score_spread":0.2930951821172167,"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."}}