{"id":"W4200447555","doi":"10.52398/gjsd.2021.v1.i2.pp7-28","title":"Generic Skills, Academic Achievement, and Means of Improving the Former","year":2021,"lang":"en","type":"article","venue":"GiLE Journal of Skills Development","topic":"Labor market dynamics and wage inequality","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Academic achievement; Curriculum; Academic skills; Skills management; Psychology; Medical education; Mathematics education; Government (linguistics); Study skills; Pedagogy; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001650491,0.000131591,0.0003906757,0.0001144145,0.0001107886,0.00003599809,0.0002356877,0.0000807567,0.00009574415],"category_scores_gemma":[0.0002281421,0.0001032916,0.00009574479,0.0002223732,0.00004643659,0.0001739791,0.0001512267,0.0002802476,0.00000546792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001174927,"about_ca_system_score_gemma":0.0001563057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000113348,"about_ca_topic_score_gemma":0.00001063509,"domain_scores_codex":[0.9982243,0.00002919294,0.001241509,0.0001752915,0.0001040464,0.0002256865],"domain_scores_gemma":[0.9984164,0.0000980471,0.001070249,0.0001715464,0.0001596454,0.00008410079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004628909,0.0009845785,0.7604862,0.000383675,0.001073941,0.00007286159,0.009696144,0.0003229707,0.002939746,0.08422267,0.0006743943,0.1390965],"study_design_scores_gemma":[0.00162204,0.0001053491,0.8872752,0.0001734282,0.00004061085,0.0001363785,0.0005396695,0.0003536861,0.005070423,0.02639101,0.07780527,0.0004869496],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855599,0.004279697,0.008175317,0.0006819798,0.0004615156,0.0000815532,0.00003495833,0.00000326114,0.0007218583],"genre_scores_gemma":[0.985044,0.003054828,0.01074419,0.0004504318,0.00008896618,0.000003496517,0.00000520253,0.00001643077,0.0005924768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1386095,"threshold_uncertainty_score":0.4212109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0198630731088165,"score_gpt":0.2221016634202951,"score_spread":0.2022385903114786,"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."}}