{"id":"W2083459380","doi":"10.1002/tl.296","title":"Continuous curriculum assessment and improvement: A case study","year":2007,"lang":"en","type":"article","venue":"New Directions for Teaching and Learning","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Mathematics education; Medical education; Pedagogy; Psychology; Sociology; Medicine","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009785508,0.00007620658,0.00008983049,0.00002729723,0.002074061,0.00008786529,0.00002528042,0.0000219051,0.00001299681],"category_scores_gemma":[0.0001853903,0.00003653265,0.00002039238,0.0001298398,0.00002448002,0.00008642733,0.00003488318,0.0002632125,5.716192e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002688958,"about_ca_system_score_gemma":0.000006162354,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00745209,"about_ca_topic_score_gemma":0.001474358,"domain_scores_codex":[0.9994263,0.00005423571,0.0001268251,0.0001866582,0.00006805824,0.0001378936],"domain_scores_gemma":[0.9994195,0.0003971983,0.00005813452,0.00001820002,0.00005472777,0.00005220434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003261648,0.0002559785,0.1684387,0.000003070469,0.00004220326,0.000009222453,0.00294846,0.000003389852,0.001969887,0.0008226885,0.0004873834,0.8250157],"study_design_scores_gemma":[0.0005672664,0.001385568,0.3228108,0.00002019684,0.0000859243,0.0002805125,0.4876824,0.0002238105,0.00001548793,0.0001511086,0.1864968,0.0002801525],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972509,0.00008214218,0.0002032568,0.0003969603,0.0001643686,0.0002696562,0.000002153334,0.00007747333,0.001553091],"genre_scores_gemma":[0.9955538,0.000005406584,0.001532152,0.00003964635,0.0002315666,0.00002306391,0.000007618845,8.883228e-7,0.002605851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8247356,"threshold_uncertainty_score":0.9992251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02333421622716821,"score_gpt":0.3212748874331692,"score_spread":0.297940671206001,"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."}}