{"id":"W7134381500","doi":"","title":"Jen Delos Reyes","year":2023,"lang":"","type":"article","venue":"PDXScholar  (Portland State University)","topic":"Art Education and Development","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Formative assessment; The arts; Curriculum; State (computer science); Symbol (formal); Architecture; Context (archaeology); Key (lock)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000434984,0.0003533481,0.0003460867,0.001007738,0.001957196,0.0004561929,0.0004208926,0.0001056392,0.006419918],"category_scores_gemma":[0.00004765507,0.0003790672,0.0001788123,0.0005952056,0.0002809116,0.0009116996,0.0002724817,0.0004245414,0.00549776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001887857,"about_ca_system_score_gemma":0.0004849913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001748527,"about_ca_topic_score_gemma":0.0005045642,"domain_scores_codex":[0.9977793,0.0001394129,0.0003922388,0.0005738275,0.0004203524,0.0006949391],"domain_scores_gemma":[0.9986005,0.00009013089,0.0002129467,0.0003947383,0.0003100928,0.0003916218],"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":[0.000593666,0.0007583823,0.04198157,0.0004098924,0.001215326,0.003014821,0.249725,0.0002517608,0.00006654563,0.22066,0.4548151,0.026508],"study_design_scores_gemma":[0.0007981968,0.00007121416,0.006312529,0.00006334807,0.00007419816,0.000004227743,0.02115672,0.0001184588,0.00004371233,0.001048074,0.9697918,0.0005174869],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5779313,0.000212242,0.0001050141,0.002378204,0.002502192,0.0004965029,0.0002941568,0.0004894502,0.4155909],"genre_scores_gemma":[0.2784319,0.002930832,0.000106849,0.0002895475,0.000283484,0.000001403987,0.0002665641,0.00004159077,0.7176478],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5149767,"threshold_uncertainty_score":0.9998661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02825289423431958,"score_gpt":0.211615745795793,"score_spread":0.1833628515614734,"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."}}