{"id":"W1929426705","doi":"10.26522/brocked.v15i2.74","title":"Principles for Effective ClassroomAssessment","year":2006,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Variety (cybernetics); Zeitgeist; Service (business); Psychology; Mathematics education; Computer science; Engineering ethics; Political science; Engineering; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003394577,0.00007590785,0.00008973568,0.00008339654,0.0008849025,0.0002591085,0.0001719646,0.00004995041,0.0001905447],"category_scores_gemma":[0.000137747,0.00007111172,0.00008761555,0.0001333783,0.00003848404,0.0002367416,0.00001304739,0.0001010075,0.00002193746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003104214,"about_ca_system_score_gemma":0.001100734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001052911,"about_ca_topic_score_gemma":0.0002657436,"domain_scores_codex":[0.9990199,0.0001024502,0.0002174328,0.000114038,0.0003093471,0.0002368604],"domain_scores_gemma":[0.9991909,0.00015022,0.0001852037,0.00006124032,0.0002914018,0.0001209878],"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":[0.00005415916,0.00120261,0.2824446,0.00002451897,0.0000722042,7.646362e-7,0.004872919,0.00006562953,0.001135077,0.298791,0.3627619,0.04857465],"study_design_scores_gemma":[0.0003133469,0.00004813613,0.2134712,0.00001868915,0.00002236543,0.000003916851,0.007828047,0.000006543655,0.00006278403,0.00778106,0.7703411,0.0001028396],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5697957,0.0008716189,0.01728004,0.01116202,0.009160794,0.002353381,0.000005620492,0.0001289888,0.3892418],"genre_scores_gemma":[0.9423391,0.00004987439,0.006641845,0.000183957,0.005204001,0.00017138,0.000009842934,0.00001291602,0.04538706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4075792,"threshold_uncertainty_score":0.6806044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02225161005016103,"score_gpt":0.3689551073058239,"score_spread":0.3467034972556629,"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."}}