{"id":"W4411681023","doi":"10.47297/wspeiwsp2516-253504.20250902","title":"Exploration of Educational Intervention Strategies to Enhance Achievement Motivation in Adolescent Students","year":2025,"lang":"en","type":"article","venue":"Entrepreneurship and innovation.","topic":"Education and Learning Interventions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital","funders":"","keywords":"Intervention (counseling); Psychology; Need for achievement; Mathematics education; Academic achievement; Developmental psychology; Goal theory; Pedagogy","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":[],"consensus_categories":[],"category_scores_codex":[0.0003888101,0.00008322839,0.00009287145,0.0008826175,0.00006154463,0.0001378491,0.0002689053,0.00003087157,0.00003706331],"category_scores_gemma":[0.0002642554,0.00009057288,0.00002446764,0.001949412,0.00001854741,0.0008411939,0.0001050563,0.00009286986,0.000007924597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006119964,"about_ca_system_score_gemma":0.00006811638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003499321,"about_ca_topic_score_gemma":0.00003460884,"domain_scores_codex":[0.9988685,0.00009803942,0.0004853964,0.0002667443,0.0001808642,0.0001004897],"domain_scores_gemma":[0.9993008,0.00007710056,0.0001517341,0.0002135671,0.0002368623,0.00001993103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000009151404,0.0006377418,0.4355254,0.00005660126,0.00001108228,6.154902e-8,0.001415481,0.0004758188,0.0007096233,0.5503571,0.0004916065,0.01031039],"study_design_scores_gemma":[0.0002291445,0.00006133146,0.9770356,0.0003371578,0.000002966935,1.766528e-7,0.0006211307,0.0001761437,0.003955241,0.01646389,0.001035506,0.0000817231],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7289546,0.00005531924,0.2569161,0.01269254,0.0003812482,0.0002535521,8.772844e-7,0.00002100368,0.0007247689],"genre_scores_gemma":[0.9961919,0.000009497509,0.001590459,0.0003357336,0.00001881437,0.00007656149,0.00002375774,0.00000276844,0.001750475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5415102,"threshold_uncertainty_score":0.3693455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.042058861050453,"score_gpt":0.3723358948966104,"score_spread":0.3302770338461574,"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."}}