{"id":"W4389868715","doi":"10.5539/elt.v17n1p13","title":"Towards a Comprehensive Framework of Motivation to Learn: a Validation Study","year":2023,"lang":"en","type":"article","venue":"English Language Teaching","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Goal theory; Psychology; Self-determination theory; Motivation to learn; Context (archaeology); Intrinsic motivation; Cognitive evaluation theory; Construct (python library); Foreign language; Motivation theory; Mathematics education; Social psychology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05414936,0.0007042915,0.001220794,0.003149131,0.002002275,0.003964655,0.002016483,0.001434326,0.003935525],"category_scores_gemma":[0.0649097,0.0004756727,0.002537899,0.002309135,0.004263272,0.004045975,0.004827011,0.00323606,0.0006598121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004090495,"about_ca_system_score_gemma":0.009655363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003765145,"about_ca_topic_score_gemma":0.003632561,"domain_scores_codex":[0.9795385,0.01422319,0.00107607,0.001567139,0.003088274,0.0005068893],"domain_scores_gemma":[0.9235792,0.05331517,0.003684825,0.006636262,0.01150037,0.001284184],"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":[0.0008093931,0.00591999,0.3083748,0.00555201,0.000849379,0.0005609973,0.07915614,0.003300147,0.003303122,0.1574425,0.005819586,0.428912],"study_design_scores_gemma":[0.001092668,0.008625437,0.6343904,0.01222247,0.002507225,0.001044254,0.1063903,0.02918526,0.006812858,0.1011268,0.09618475,0.0004176358],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8730493,0.004677951,0.07796756,0.003304421,0.0003308898,0.008895649,0.00087231,0.00009400696,0.03080809],"genre_scores_gemma":[0.9282432,0.001781591,0.05830198,0.001048678,0.00006237708,0.00797543,0.0008820554,0.00004438968,0.001660272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05414936,"threshold_uncertainty_score":0.2863726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04222628008612948,"score_gpt":0.3066591581963027,"score_spread":0.2644328781101732,"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."}}