{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05498841,0.001216991,0.001190256,0.004230619,0.005025965,0.01098314,0.003762717,0.006066561,0.00604533],"category_scores_gemma":[0.08003431,0.001111615,0.001070244,0.001914575,0.01479646,0.007983163,0.009304442,0.009904515,0.006380589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004945885,"about_ca_system_score_gemma":0.02019673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003014583,"about_ca_topic_score_gemma":0.003434309,"domain_scores_codex":[0.9384832,0.02593607,0.00537198,0.003784657,0.02468552,0.001738569],"domain_scores_gemma":[0.931262,0.03059474,0.002994824,0.00721699,0.02511252,0.002818889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003615211,0.0002585195,0.001419413,0.0009795999,0.00002342813,0.0001210903,0.009876475,0.001504194,0.000710242,0.6593847,0.02601131,0.2996749],"study_design_scores_gemma":[0.00005505235,0.0001227956,0.001328501,0.00205008,0.00001890293,0.0004443552,0.002618989,0.001603703,0.001242065,0.6437808,0.3466716,0.00006338076],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00373911,0.006522806,0.7928566,0.0440063,0.001442418,0.003087323,0.0001830893,0.001417466,0.1467449],"genre_scores_gemma":[0.08588432,0.003364308,0.8801024,0.0061894,0.0005616746,0.006156782,0.0001528947,0.0002960924,0.01729216],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.05498841,"threshold_uncertainty_score":0.29081,"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."}}