{"id":"W2595424209","doi":"","title":"Impact on Learning - Designing Assessment","year":2014,"lang":"en","type":"article","venue":"Murdoch Research Repository (Murdoch University)","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Quality (philosophy); Task (project management); Presentation (obstetrics); Quality assurance; Mathematics education; Computer science; Psychology; Pedagogy; Medical education; Engineering; Operations management; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1045864,0.001925306,0.001042369,0.002419951,0.001916801,0.01238716,0.003745035,0.00312206,0.02104033],"category_scores_gemma":[0.2909405,0.001011449,0.001687964,0.001908874,0.002158984,0.007844977,0.009027319,0.003315515,0.007016355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004872644,"about_ca_system_score_gemma":0.007154655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002822471,"about_ca_topic_score_gemma":0.003099691,"domain_scores_codex":[0.805121,0.13926,0.008546964,0.005831937,0.03834888,0.002891259],"domain_scores_gemma":[0.6983556,0.1854433,0.008685156,0.04967441,0.05225749,0.005583965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006886942,0.001773681,0.02066935,0.002340956,0.00009285773,0.0003894572,0.01276654,0.0081421,0.00764878,0.01746538,0.01541243,0.9126098],"study_design_scores_gemma":[0.0007342861,0.009068845,0.04944136,0.007380003,0.0007056282,0.00240207,0.02160485,0.03134679,0.04468439,0.0623327,0.7697489,0.0005502104],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1942509,0.002597267,0.4004645,0.02741946,0.003687322,0.006934421,0.001151352,0.01022104,0.3532738],"genre_scores_gemma":[0.5099298,0.001353329,0.4384444,0.005015192,0.0006080724,0.001853547,0.0007889203,0.001480444,0.0405263],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1045864,"threshold_uncertainty_score":0.5531123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06543662287441881,"score_gpt":0.4141100494860575,"score_spread":0.3486734266116386,"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."}}