{"id":"W4392890458","doi":"10.61838/kman.psychnexus.1.1.16","title":"The Evolving Learner: Educational Psychology's Perspectives on Growth and Development","year":2023,"lang":"en","type":"article","venue":"KMAN Counseling and Psychology Nexus","topic":"Psychology of Development and Education","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Educational psychology; Autonomy; Psychology; Diversity (politics); Educational technology; Pedagogy; Learner autonomy; Narrative; Knowledge management; Engineering ethics; Sociology; Computer science; Political science; Engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001202178,0.000306985,0.0002387499,0.0003653395,0.001254607,0.00009529571,0.0003064039,0.000292658,0.0002770288],"category_scores_gemma":[0.0001487779,0.0002545661,0.00004010586,0.0003953886,0.0005880455,0.00008599854,0.00003542618,0.0005246375,0.001110225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002710986,"about_ca_system_score_gemma":0.00008978751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001067917,"about_ca_topic_score_gemma":0.00001253282,"domain_scores_codex":[0.9974884,0.0002511949,0.0004145732,0.0009634008,0.0001995576,0.0006828802],"domain_scores_gemma":[0.9983248,0.0008135879,0.0001510066,0.0004404879,0.0001077563,0.0001623491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0006575919,0.0006554655,0.07114905,0.00003012213,0.0006369336,0.00003331672,0.1567103,0.000002320551,0.0005120045,0.04015666,0.6148969,0.1145594],"study_design_scores_gemma":[0.001364292,0.0002129119,0.8508648,0.00003533878,0.00002196462,0.0001726349,0.01459115,0.00001033764,0.000005878017,0.01326585,0.1190062,0.0004486752],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8750246,0.008021444,0.000126369,0.04415274,0.005702476,0.0003175343,0.0000035895,0.0002745677,0.06637674],"genre_scores_gemma":[0.9854446,0.003085846,0.0004561106,0.004306374,0.0005302079,0.0002036178,0.00004280991,0.00004769228,0.005882724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7797157,"threshold_uncertainty_score":0.9999906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03784804908383623,"score_gpt":0.3635530630742929,"score_spread":0.3257050139904567,"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."}}