{"id":"W2887022222","doi":"10.1002/soej.12281","title":"Requiring Versus Recommending Preparation Before Class: Does It Matter?","year":2018,"lang":"en","type":"article","venue":"Southern Economic Journal","topic":"Innovations in Educational Methods","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quartile; Class (philosophy); Mathematics education; Quarter (Canadian coin); Psychology; Standard deviation; Medical education; Graduate students; Computer science; Medicine; Pedagogy; Mathematics; Statistics; Artificial intelligence; Geography","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002472553,0.00008881147,0.00010619,0.0001463778,0.001240305,0.0002807602,0.0002932919,0.00008305241,0.005370205],"category_scores_gemma":[0.0002384351,0.0000803123,0.00005855604,0.00009778379,0.0002344565,0.0004853739,0.00003184063,0.0002033011,0.002347392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009670387,"about_ca_system_score_gemma":0.0003902602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001367279,"about_ca_topic_score_gemma":0.002197428,"domain_scores_codex":[0.9988162,0.0002287669,0.0003787651,0.0001640334,0.0001175223,0.0002947297],"domain_scores_gemma":[0.9991772,0.0001440473,0.0003246309,0.0001472801,0.0001290028,0.00007783911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004829635,0.0001209652,0.0865469,0.00001401599,0.0004014341,0.000003194901,0.5426875,0.0002447352,0.0002571058,0.2016096,0.06684586,0.1007858],"study_design_scores_gemma":[0.00114269,0.0002089429,0.002020845,0.0000916574,0.00004681931,0.00003734372,0.2380579,0.000401,0.000259173,0.1116609,0.6455871,0.0004855076],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8059223,0.00001182551,0.001534255,0.01650803,0.01719971,0.0001338743,0.00001362696,0.00003995868,0.1586364],"genre_scores_gemma":[0.9609493,0.000008512976,0.01812085,0.0005338669,0.01263142,0.00001023964,0.00000405398,0.00002518907,0.00771658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5787413,"threshold_uncertainty_score":0.9984294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05738581836258335,"score_gpt":0.4224892830184819,"score_spread":0.3651034646558985,"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."}}