{"id":"W4360909527","doi":"10.2139/ssrn.4399376","title":"Making as an Opportunity for Classroom Assessment: Canadian Maker Educators’ Views on Assessment","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Art Education and Development","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Alternative assessment; Psychology; Political science; Pedagogy; Mathematics education; Medical education; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02384482,0.0004428914,0.0005014304,0.004179754,0.03962131,0.0230509,0.003781362,0.006147136,0.00990285],"category_scores_gemma":[0.0486216,0.000457085,0.0004633812,0.005978513,0.02204769,0.007099873,0.01000803,0.00987523,0.0005360285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08192395,"about_ca_system_score_gemma":0.2176576,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9547814,"about_ca_topic_score_gemma":0.9801239,"domain_scores_codex":[0.9764045,0.006491019,0.0006835302,0.001039991,0.009197295,0.006183679],"domain_scores_gemma":[0.9483324,0.01717283,0.001976115,0.001332817,0.01754276,0.01364308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009720902,0.0001489928,0.01540538,0.0003071939,0.00001147985,0.000784056,0.4971898,0.0003817445,0.0004857653,0.2372587,0.1127006,0.135229],"study_design_scores_gemma":[0.00002755514,0.00004342397,0.01337509,0.001094227,0.00002872329,0.0002376024,0.4634878,0.0001871995,0.0004157484,0.01354009,0.5074542,0.0001083071],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1904488,0.01138706,0.0020699,0.3591558,0.00178746,0.0001233759,0.0001844254,0.00008426364,0.4347589],"genre_scores_gemma":[0.9593703,0.004166121,0.001357607,0.008142398,0.0001417541,0.00004106339,0.00003982731,0.00005828571,0.0266827],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08192395,"threshold_uncertainty_score":0.5944026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1034122918619765,"score_gpt":0.3781116814724124,"score_spread":0.2746993896104359,"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."}}