{"id":"W4416060228","doi":"10.35631/ijepc.1059002","title":"WHY IS THERE A LACK OF INTEREST? A DECLINE IN STEM SUBJECT SELECTION AMONG STUDENTS FROM THE TEACHERS’ PERSPECTIVE","year":2025,"lang":"","type":"article","venue":"International Journal of Education Psychology and Counseling","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Subject (documents); Perception; Perspective (graphical); Set (abstract data type); Selection (genetic algorithm); Higher education","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":[0.002479229,0.000100863,0.000309065,0.001064167,0.002956576,0.003940021,0.0006454087,0.001013689,0.003684877],"category_scores_gemma":[0.006132123,0.000222137,0.0002150979,0.001239906,0.002213809,0.002136494,0.002139324,0.002213173,0.000545173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002399471,"about_ca_system_score_gemma":0.003993934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01450432,"about_ca_topic_score_gemma":0.01945132,"domain_scores_codex":[0.9975074,0.0006415737,0.000149679,0.0002138572,0.0007185374,0.0007689486],"domain_scores_gemma":[0.9929998,0.001504536,0.001668813,0.0001296795,0.001249805,0.002447347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006270217,0.0002276025,0.6046779,0.0002174604,0.00001473152,0.002218141,0.3422273,0.00005411892,0.002105797,0.003405408,0.004526949,0.04026188],"study_design_scores_gemma":[0.000004788577,0.0001635493,0.2835452,0.0001739904,0.00001123505,0.0009087444,0.6930663,0.0001546827,0.0005513427,0.0008005031,0.02058841,0.00003131043],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883627,0.0003051682,0.0001190914,0.00709181,0.00002660304,0.00000989909,0.00003633487,0.000006714362,0.00404161],"genre_scores_gemma":[0.9979118,0.0002055472,0.00004225838,0.0005514472,0.000009258436,0.000006403817,0.0000192928,0.000003340569,0.001250705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01450432,"threshold_uncertainty_score":0.02883977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1048948155468046,"score_gpt":0.4979418229776389,"score_spread":0.3930470074308343,"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."}}