{"id":"W6959205768","doi":"10.11575/ajer.v47i3.54876","title":"Formative Evaluation Following BEd Program Revisions: Background and Insights","year":2009,"lang":"en","type":"article","venue":"University of Calgary","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Formative assessment; Bachelor; Relevance (law); Program evaluation; Component (thermodynamics); Higher education; Focus group; Value (mathematics)","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":[],"consensus_categories":[],"category_scores_codex":[0.001839042,0.00006859941,0.000162294,0.0001854648,0.0002128708,0.00004747119,0.0001991432,0.00004809346,0.0005546388],"category_scores_gemma":[0.0001715492,0.00005825,0.00007726909,0.0003510988,0.00005420714,0.000855732,0.00004919497,0.00006980474,0.00004010977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004984187,"about_ca_system_score_gemma":0.0001271289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001125076,"about_ca_topic_score_gemma":0.0000218101,"domain_scores_codex":[0.9981453,0.0002058939,0.0002108767,0.0001815089,0.001163436,0.00009295552],"domain_scores_gemma":[0.9990057,0.0002062992,0.00016218,0.0002026702,0.0003548309,0.00006830353],"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":[0.00004453886,0.00009208426,0.001269394,0.000003504953,0.00001698383,0.00000312318,0.005365715,0.00002405583,0.0001477244,0.003716084,0.00124491,0.9880719],"study_design_scores_gemma":[0.004835594,0.001515892,0.5310178,0.0002085665,0.0002194575,0.000006051414,0.0306171,0.287571,0.0002963547,0.05518875,0.08806282,0.0004605939],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.949351,0.0002912078,0.002077979,0.0005174777,0.00007989734,0.0004567518,7.708525e-7,0.00002447452,0.04720047],"genre_scores_gemma":[0.9933662,0.00006919204,0.006018278,0.0001190201,0.000006747244,3.13556e-7,0.00001011996,0.000001395667,0.000408705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9876113,"threshold_uncertainty_score":0.6072906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1478134915590328,"score_gpt":0.4346430470744631,"score_spread":0.2868295555154303,"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."}}