{"id":"W3158490995","doi":"10.18733/cpi29603","title":"All that Glitters is not Gold:","year":2021,"lang":"en","type":"article","venue":"Cultural and Pedagogical Inquiry","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01717388,0.001645227,0.00207422,0.001785327,0.01050728,0.01692393,0.003871305,0.02349605,0.2111622],"category_scores_gemma":[0.07240338,0.00108706,0.0014144,0.001122265,0.005271536,0.01345857,0.01266769,0.0179026,0.1344393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003718425,"about_ca_system_score_gemma":0.01374576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005182028,"about_ca_topic_score_gemma":0.01405638,"domain_scores_codex":[0.9888768,0.002558751,0.0007654052,0.0009659029,0.00541606,0.001417127],"domain_scores_gemma":[0.90822,0.02005728,0.002836233,0.004142863,0.02723839,0.03750532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008975081,0.00001354309,0.00003043774,0.00001958775,0.000001008075,0.00002380818,0.00004529483,0.000003551479,0.00002436771,0.0001912518,0.996258,0.003380238],"study_design_scores_gemma":[0.00001795982,0.00003494851,0.0004495904,0.0001723929,0.000002695973,0.00004613366,0.0007338906,0.00003091976,0.00005198892,0.001266721,0.9971661,0.00002665712],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0008182909,0.003549736,0.0007931271,0.5978409,0.352062,0.0003541021,0.0005761429,0.001345685,0.04265998],"genre_scores_gemma":[0.004913356,0.003130055,0.001841251,0.3765278,0.1299693,0.0009478665,0.0009319871,0.001823876,0.4799145],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2111622,"threshold_uncertainty_score":0.7064078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7089623333028044,"score_gpt":0.527925278176974,"score_spread":0.1810370551258305,"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."}}