{"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 œenabling 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00606455,0.0004261607,0.0007209726,0.0001956256,0.001089521,0.0001453854,0.001275863,0.0002925408,0.0007451876],"category_scores_gemma":[0.00005847196,0.0002590475,0.0005378406,0.0001857283,0.0005246155,0.0001780641,0.0002990459,0.0005600529,0.000006918143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007360511,"about_ca_system_score_gemma":0.002290685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002509535,"about_ca_topic_score_gemma":0.0006073341,"domain_scores_codex":[0.9952216,0.0005109159,0.00112086,0.0005454264,0.001920119,0.0006810949],"domain_scores_gemma":[0.994444,0.002031962,0.002106157,0.0006105457,0.0007175409,0.00008982651],"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":[0.0001503788,0.0007545823,0.008483741,0.0008573803,0.003856692,0.000005424309,0.04816981,0.0001259723,0.001276515,0.8022463,0.08058632,0.05348691],"study_design_scores_gemma":[0.00153886,0.0007409215,0.002025842,0.0005755175,0.000587409,3.233278e-7,0.02942942,0.00004638092,0.00004996288,0.0149391,0.9495035,0.0005628109],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0007362181,0.0009855552,0.004992268,0.007128504,0.002159127,0.004150488,0.00009335468,0.0001023658,0.9796521],"genre_scores_gemma":[0.6246248,0.001853576,0.002097195,0.0001583155,0.001447929,0.0005289683,0.0001399409,0.0001554486,0.3689938],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8689171,"threshold_uncertainty_score":0.9999862,"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."}}