{"id":"W4220943352","doi":"10.1075/itl.21002.ady","title":"Exploring underlying elements of the motivational self system among learners in two instructional contexts","year":2022,"lang":"en","type":"article","venue":"ITL Review of Applied Linguistics","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Psychology; Identity (music); Value (mathematics); Exploratory research; English as a second language; English language; Language acquisition; Pedagogy; Process (computing); Mathematics education; Social psychology; Sociology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002153011,0.0001981041,0.0002393035,0.001874526,0.004546578,0.003436732,0.0006971121,0.0003764272,0.00138006],"category_scores_gemma":[0.003327959,0.0001756692,0.0001762668,0.0009853143,0.007209549,0.000723336,0.002430108,0.0007887058,0.00006724745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008615646,"about_ca_system_score_gemma":0.01001644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2283189,"about_ca_topic_score_gemma":0.3352114,"domain_scores_codex":[0.9988263,0.0003605404,0.00003093192,0.0001257811,0.0003588188,0.0002974576],"domain_scores_gemma":[0.9982867,0.0005240845,0.0002703844,0.00007647692,0.000434684,0.0004075929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00007308182,0.0001912476,0.2384969,0.0001157731,0.00002029761,0.0003764634,0.6932962,0.0001203874,0.004665714,0.02779811,0.00044495,0.03440086],"study_design_scores_gemma":[0.000007676218,0.00007382905,0.4529475,0.00008362417,0.00001812542,0.0001690486,0.5306745,0.0006254932,0.0009430455,0.003879447,0.0105374,0.0000402865],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926236,0.00006556705,0.0005215617,0.0001772961,0.00000375713,0.00003332726,0.00001358528,0.000004802602,0.006556599],"genre_scores_gemma":[0.9993088,0.00002579341,0.000237007,0.00001665885,5.947617e-7,0.00001041137,0.000008878432,0.000001449451,0.000390354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2283189,"threshold_uncertainty_score":0.4539798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09769501830751542,"score_gpt":0.2958537835609256,"score_spread":0.1981587652534101,"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."}}