{"id":"W4386567563","doi":"10.1016/j.actpsy.2023.104021","title":"Introducing the Basic Psychological Needs Frustration in Second Language Scale (BPNF-L2): Examining its factor structure and effect on L2 motivation and achievement","year":2023,"lang":"en","type":"article","venue":"Acta Psychologica","topic":"Motivation and Self-Concept in Sports","field":"Psychology","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Deanship of Scientific Research, King Saud University; King Faisal University","keywords":"Psychology; Frustration; Self-determination theory; Competence (human resources); Social psychology; Scale (ratio); Need for achievement; Feeling; Autonomy; Basic needs","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":[0.001641177,0.0005007724,0.0004090257,0.001097012,0.0004671761,0.0009055828,0.000404403,0.0004846372,0.002852236],"category_scores_gemma":[0.005417387,0.0001852275,0.0009645278,0.0006468521,0.0005224546,0.0005930447,0.001193285,0.001083224,0.0002861625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008424015,"about_ca_system_score_gemma":0.001154457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002564267,"about_ca_topic_score_gemma":0.005587885,"domain_scores_codex":[0.999077,0.0003387855,0.0001207618,0.00009896998,0.0002865846,0.00007798788],"domain_scores_gemma":[0.9973025,0.001021746,0.0007665124,0.0001376938,0.000439462,0.0003321359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006088932,0.001396066,0.8677735,0.0004282937,0.0003013067,0.0002793968,0.007157454,0.0008911262,0.007416448,0.001511319,0.00243614,0.1098001],"study_design_scores_gemma":[0.00007779887,0.0008368164,0.9895034,0.00006773202,0.0000659896,0.0002453993,0.002305404,0.002124722,0.001097682,0.0006641449,0.00295589,0.00005497046],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957085,0.00007776519,0.001271857,0.000170866,0.00003227666,0.0002491944,0.0002714427,0.00002648948,0.00219166],"genre_scores_gemma":[0.9894025,0.00010504,0.006801522,0.00008018708,0.00002140496,0.001213933,0.0006771501,0.00001441728,0.001683799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002852236,"threshold_uncertainty_score":0.00954169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0368600940700971,"score_gpt":0.3193500123121782,"score_spread":0.2824899182420811,"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."}}