{"id":"W3166955501","doi":"10.26434/chemrxiv.13543130.v2","title":"The Evaluation of an Integrated Growth & Goals Module to Better Equip Students with Learning Skills in Postsecondary Courses: Systematic, Scalable, and Explicit","year":2021,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Educational Strategies and Epistemologies","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"University of Ottawa","keywords":"Mindset; Mathematics education; Incentive; Computer science; Medical education; Psychology; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.002528795,0.0002799468,0.0005865066,0.0001213829,0.000106997,0.0002631948,0.000497027,0.0002420666,0.0001911934],"category_scores_gemma":[0.0004420172,0.0001925051,0.00005310271,0.0002255489,0.000100813,0.00009745858,0.0002838671,0.0005337084,0.00001483173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001557779,"about_ca_system_score_gemma":0.0002491849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000762792,"about_ca_topic_score_gemma":0.0005623554,"domain_scores_codex":[0.9971411,0.0008129785,0.0006057278,0.0005778744,0.0005718186,0.0002904548],"domain_scores_gemma":[0.9977614,0.0004115535,0.0003926095,0.0006115853,0.0007422217,0.00008064129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006275515,0.003223378,0.875464,0.02008517,0.003120077,0.00005244025,0.07634909,0.01011003,0.002504919,0.002106226,0.002691197,0.003665986],"study_design_scores_gemma":[0.001274628,0.0002733892,0.9201001,0.008237445,0.0003585956,0.0000392816,0.06659642,0.0003055558,0.0006836728,0.001452667,0.00005104272,0.0006272158],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953091,0.001259238,0.00007205267,0.0004675302,0.0003824404,0.001259267,0.000005524362,0.00002639416,0.00121841],"genre_scores_gemma":[0.997456,0.00005295716,0.0005616033,0.0001201155,0.00006053657,0.0008160901,0.000154888,0.00003206895,0.000745806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04463615,"threshold_uncertainty_score":0.7850131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04721785754042277,"score_gpt":0.3764532563740768,"score_spread":0.329235398833654,"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."}}