{"id":"W3208147823","doi":"10.1111/saje.12307","title":"Grit, motivation and university grades","year":2021,"lang":"en","type":"article","venue":"South African Journal of Economics","topic":"Grit, Self-Efficacy, and Motivation","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Grit; Psychological intervention; Psychology; Point (geometry); Intrinsic motivation; Mathematics education; Medical education; Social psychology; Medicine; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001847323,0.00007414904,0.0001655566,0.0001172578,0.00006600148,0.00002489718,0.00008551218,0.00006077808,0.0001019981],"category_scores_gemma":[0.00008940191,0.00008046216,0.00006841271,0.00009607147,0.00005036709,0.0001353543,0.00002104008,0.0001534796,0.000009222864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005778773,"about_ca_system_score_gemma":0.00007605604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004932676,"about_ca_topic_score_gemma":0.000007151089,"domain_scores_codex":[0.9994171,0.00007884816,0.0002246146,0.0001276662,0.00002864777,0.0001230696],"domain_scores_gemma":[0.9992787,0.00009297825,0.0003061411,0.0001103803,0.0001109104,0.0001008844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001014824,0.001135982,0.6540638,0.00005576626,0.001332231,0.0004406076,0.1160137,0.001043259,0.0007179949,0.1747489,0.005937997,0.04349487],"study_design_scores_gemma":[0.003783765,0.0003238536,0.883242,0.00003217439,0.0001419639,0.0003046454,0.07495816,0.00004710916,0.0002103376,0.004965609,0.03169087,0.0002995582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937167,0.0001370637,0.0004225914,0.0006421392,0.0004771614,0.00003542284,0.00001315747,0.000006802864,0.004549023],"genre_scores_gemma":[0.9984559,0.00004843891,0.0005836473,0.00007402978,0.0002023571,8.84982e-8,0.000003700416,0.000008544241,0.0006232681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2291781,"threshold_uncertainty_score":0.3281152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03403824646136211,"score_gpt":0.2280356863854587,"score_spread":0.1939974399240965,"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."}}