{"id":"W4411495010","doi":"10.54254/2753-7048/2025.24144","title":"Impact of Learning Motivation on Student Learning Outcomes from the Perspective of Educational Psychology","year":2025,"lang":"en","type":"article","venue":"Lecture Notes in Education Psychology and Public Media","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Psychology; Goal theory; Perspective (graphical); Context (archaeology); Process (computing); Self-determination theory; Social psychology; Computer science; Political science; Artificial intelligence","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0006786705,0.0001057154,0.0002040858,0.0003037311,0.000203059,0.000019676,0.0002122723,0.000194675,0.0006110211],"category_scores_gemma":[0.01308937,0.00007757755,0.00006378253,0.0006373255,0.0003201079,0.00008659518,0.00001865847,0.0006211097,0.000002722321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008401669,"about_ca_system_score_gemma":0.0009616466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009330689,"about_ca_topic_score_gemma":0.0008369734,"domain_scores_codex":[0.9982301,0.0008828434,0.0002693305,0.0002686904,0.0001671492,0.0001818712],"domain_scores_gemma":[0.9935019,0.005841083,0.0002280609,0.0001527381,0.0002348832,0.00004134579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002532539,0.0004050736,0.8876169,0.000001964735,0.00005639455,3.745251e-8,0.01681576,0.0001463392,0.00004967228,0.01855394,0.0001590345,0.0761696],"study_design_scores_gemma":[0.0003010062,0.00008226464,0.957024,0.00002851312,0.00001247439,2.474385e-7,0.005770947,0.000004317484,0.000004660333,0.03380315,0.002910564,0.00005788945],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.913684,0.0009326794,0.0004275143,0.07477392,0.0009111249,0.0001534534,0.000002365389,0.00001026704,0.009104718],"genre_scores_gemma":[0.9981987,0.0003206418,0.0003067638,0.0008064771,0.0002399999,0.00001856461,0.00003992798,0.000005286642,0.00006367032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08451471,"threshold_uncertainty_score":0.9952238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02585164401404306,"score_gpt":0.4394461657691722,"score_spread":0.4135945217551291,"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."}}