{"id":"W327931636","doi":"10.3138/cjpe.018.007","title":"CES Student Essay Award: Student and Professor Perspectives","year":2003,"lang":"en","type":"article","venue":"Canadian Journal of Program Evaluation","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Psychology; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"grok","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"opus","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01889271,0.0001371285,0.0002575398,0.0005696478,0.000312144,0.0006614123,0.0003684187,0.00006450045,0.001524252],"category_scores_gemma":[0.002500721,0.00009933455,0.00008995281,0.000510632,0.0001294738,0.0006272171,0.00001387646,0.0002129147,0.00003816709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005943541,"about_ca_system_score_gemma":0.005405781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008620943,"about_ca_topic_score_gemma":0.007914201,"domain_scores_codex":[0.9948212,0.001093166,0.0008034263,0.0002548573,0.002748073,0.0002792853],"domain_scores_gemma":[0.9954442,0.0002513493,0.0006021401,0.0002419205,0.002968727,0.0004916116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0000176454,0.0002982531,0.429744,0.000008222142,0.0001369053,0.00001612319,0.04865573,0.0008023021,0.00004623619,0.0116526,0.002778892,0.5058431],"study_design_scores_gemma":[0.002194589,0.001123322,0.7510324,0.00006723229,0.0001789954,0.00008750711,0.1310456,0.001967015,0.0001143481,0.01322228,0.09867879,0.000287945],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852477,0.002660715,0.0002740881,0.003249811,0.0009813952,0.001234167,0.000002959179,0.000007416825,0.006341777],"genre_scores_gemma":[0.9972999,0.00004033453,0.001710811,0.0001029102,0.000109069,0.00007341614,0.000001492822,0.000008730134,0.0006533067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5055552,"threshold_uncertainty_score":0.9993885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2632255076773086,"score_gpt":0.5604918523129583,"score_spread":0.2972663446356497,"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."}}