{"id":"W1488794702","doi":"10.1002/9781118269558.app5","title":"Appendix 5: Student Survey Questionnaire","year":2007,"lang":"en","type":"other","venue":"","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Psychology; Computer science; Medical education; Medicine","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":[0.001451452,0.0001779989,0.0002252932,0.0002578169,0.0001653602,0.000110372,0.0004667764,0.000336309,0.05263498],"category_scores_gemma":[0.00004977713,0.0001619093,0.00006933056,0.0003113499,0.0001639698,0.00003717673,0.0000729239,0.0001463439,0.007266451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001119161,"about_ca_system_score_gemma":0.0001289554,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04431188,"about_ca_topic_score_gemma":0.2363987,"domain_scores_codex":[0.9981483,0.000226262,0.0001586638,0.0002753981,0.0008357596,0.0003556455],"domain_scores_gemma":[0.999458,0.00006264157,0.0001189262,0.0001920955,0.00004526356,0.0001230738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001678626,0.00005695058,0.1883785,0.00000415547,0.00004246707,0.000004090651,0.0008205476,1.395626e-8,6.564989e-8,0.01492308,0.7947878,0.0009807198],"study_design_scores_gemma":[0.000119198,0.0000105987,0.1093142,0.00005331846,0.00001262151,5.861389e-8,0.001206585,7.535116e-8,1.552912e-7,0.00002523376,0.8890474,0.0002105875],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004156588,0.0005511867,0.0002526408,0.0001087197,0.001572981,0.0003854148,0.000009793122,0.0004249619,0.9966527],"genre_scores_gemma":[0.003842761,0.0005108298,0.0001666851,0.000139642,0.001166215,0.000007293381,0.00007073869,0.0001522759,0.9939436],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1920869,"threshold_uncertainty_score":0.9935065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03829568070605267,"score_gpt":0.401047403441031,"score_spread":0.3627517227349783,"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."}}