{"id":"W2938949537","doi":"10.22215/etd/2017-12191","title":"Investigating the Impact of an Incremental Mindset Intervention on Students’ Beliefs and Programming Performance","year":2017,"lang":"en","type":"dissertation","venue":"","topic":"Education, Achievement, and Giftedness","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Mindset; Psychological intervention; Intervention (counseling); Psychology; Computer science; Domain (mathematical analysis); Mathematics education; Artificial intelligence; Mathematics","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":[0.0009789752,0.0005012166,0.0005427586,0.0004372148,0.0004897965,0.0005490234,0.0005903527,0.0006049809,0.007905179],"category_scores_gemma":[0.004000466,0.0002010243,0.0005840821,0.0001742219,0.0003428911,0.0004749423,0.001042708,0.001969464,0.0005433031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004803229,"about_ca_system_score_gemma":0.001526573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009403549,"about_ca_topic_score_gemma":0.002340655,"domain_scores_codex":[0.9995455,0.00008843934,0.00003342525,0.00009976824,0.0001219128,0.0001108777],"domain_scores_gemma":[0.9978026,0.0008915283,0.0002739526,0.0001502361,0.0001827867,0.000698901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01903876,0.380311,0.03003609,0.002049801,0.0005152661,0.000291044,0.004762847,0.0016194,0.03637283,0.001382475,0.002767829,0.5208527],"study_design_scores_gemma":[0.01708337,0.3285692,0.5504231,0.001967312,0.002441845,0.0003615001,0.00435889,0.007472714,0.06378351,0.004566014,0.01869345,0.000278996],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970921,0.00008516939,0.0006510472,0.0001661079,0.00005458957,0.0003459371,0.00005419797,0.00007281244,0.001478017],"genre_scores_gemma":[0.984647,0.0003221852,0.008762404,0.0002931533,0.00004925758,0.001855202,0.0001803316,0.00001876065,0.003871681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007905179,"threshold_uncertainty_score":0.02644551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04143366163065804,"score_gpt":0.4428084885566294,"score_spread":0.4013748269259714,"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."}}