{"id":"W2479837187","doi":"10.1007/978-3-319-39211-0","title":"Assessment for Learning: Meeting the Challenge of Implementation","year":2016,"lang":"en","type":"book","venue":"The enabling power of assessment","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":105,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Engineering ethics; Computer science; Engineering management; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0541296,0.0009734,0.001514851,0.001873669,0.002828834,0.02083368,0.004421146,0.008056941,0.009620931],"category_scores_gemma":[0.09115326,0.000617428,0.0007151967,0.001582838,0.01759369,0.02514215,0.01106318,0.01656519,0.003911722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006355197,"about_ca_system_score_gemma":0.02890906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00484491,"about_ca_topic_score_gemma":0.005924587,"domain_scores_codex":[0.9618586,0.02258993,0.001614517,0.001498802,0.01148748,0.0009506674],"domain_scores_gemma":[0.8858657,0.09141654,0.001743058,0.005697603,0.01128707,0.00398996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001947694,0.00008947172,0.0003433909,0.00070652,0.00001562875,0.00004254864,0.002173063,0.0006409662,0.0002247203,0.4577105,0.09436889,0.4436648],"study_design_scores_gemma":[0.00002420359,0.00009272576,0.0005747371,0.00241072,0.00001042658,0.000128754,0.002245408,0.001425257,0.0003165352,0.5762968,0.4164321,0.00004228651],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002890042,0.0617509,0.1456687,0.5755782,0.0102428,0.0003437689,0.0001137112,0.001248915,0.202163],"genre_scores_gemma":[0.2527533,0.09619332,0.416793,0.07290521,0.0157136,0.002274571,0.0003101121,0.001514296,0.1415426],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0541296,"threshold_uncertainty_score":0.2862681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04101925382497879,"score_gpt":0.3993390365835251,"score_spread":0.3583197827585463,"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."}}