{"id":"W2147077701","doi":"10.5539/ells.v1n2p89","title":"Ethics and Validity Stance in Educational Assessment","year":2011,"lang":"en","type":"article","venue":"English Language and Literature Studies","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering ethics; Test (biology); Curriculum; Psychology; Professional ethics; Pedagogy; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009587376,0.00009192813,0.0001372301,0.00005253567,0.0003347064,0.00009393995,0.00007044946,0.00008547582,0.00006199839],"category_scores_gemma":[0.0006406167,0.00007703761,0.00001702954,0.0001821754,0.0001960831,0.0002484106,0.00005959586,0.0003808249,5.139642e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003274819,"about_ca_system_score_gemma":0.00005880855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001078601,"about_ca_topic_score_gemma":0.001090659,"domain_scores_codex":[0.9991051,0.0002350287,0.0001075663,0.0001837367,0.0002041206,0.0001644351],"domain_scores_gemma":[0.9993243,0.000381559,0.00003683391,0.00006704864,0.0001451013,0.00004513882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000004333392,0.00004034372,0.08983792,0.00002415526,0.00001909133,0.0000102237,0.871568,9.176411e-9,0.000004320213,0.03767413,0.0005684409,0.0002489786],"study_design_scores_gemma":[0.0002809861,0.00003305323,0.2101904,0.0001355894,0.00001277321,4.188928e-7,0.7769306,4.618537e-7,0.000006651243,0.002963282,0.009292279,0.0001534523],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9167196,0.01938511,0.000002749928,0.000858656,0.0005605093,0.0001364334,0.000009035013,0.00002713918,0.0623008],"genre_scores_gemma":[0.9922962,0.004200285,0.001088191,0.0001458391,0.0005291656,0.00001935318,0.000006054235,0.000004348567,0.001710608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1203525,"threshold_uncertainty_score":0.3141503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06718898482724732,"score_gpt":0.404638927251174,"score_spread":0.3374499424239267,"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."}}