{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001513122,0.0001143899,0.0001534606,0.0000112946,0.0002639529,0.0002537212,0.0001417988,0.000113628,0.001787882],"category_scores_gemma":[0.0000398154,0.00007856217,0.00009000054,0.0001144551,0.0003808429,0.0002592931,0.0001070289,0.0001291938,0.0001169328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002473609,"about_ca_system_score_gemma":0.00002957133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001713978,"about_ca_topic_score_gemma":0.00007922099,"domain_scores_codex":[0.9988656,0.00009772026,0.0001143623,0.0002716422,0.0003527351,0.0002979229],"domain_scores_gemma":[0.9995612,0.00007328492,0.00003448373,0.00008337681,0.0000728141,0.0001748439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008272104,0.0002444803,0.1083731,0.00004012409,0.0001751987,0.0001813331,0.5185044,4.704833e-7,0.006623749,0.06537018,0.2783488,0.02205543],"study_design_scores_gemma":[0.0002978744,0.000022514,0.05378864,0.0000126763,0.00002830197,0.000004110256,0.1113489,0.000002530611,0.0004127253,0.0005018198,0.833357,0.0002229142],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9376653,0.0005934262,0.000006524622,0.02000956,0.0006497077,0.0000788987,0.000004590928,0.00006149257,0.04093051],"genre_scores_gemma":[0.9516904,0.001452291,0.0001336159,0.007710411,0.0009761544,0.000006422405,0.0000178942,0.000004427195,0.03800843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5550082,"threshold_uncertainty_score":0.9991246,"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."}}