{"id":"W2607005256","doi":"10.1386/public.28.55.33_7","title":"The Unknown Student","year":2017,"lang":"en","type":"article","venue":"Public","topic":"Art Education and Development","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sculpture; Sociology; Visual arts; Mathematics education; Art; Art history; History; Psychology","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001525565,0.00003617943,0.00003027393,0.00001224711,0.002954676,0.001725046,0.0003143341,0.000005893486,0.001526439],"category_scores_gemma":[0.00005425529,0.00002072212,0.0000178433,0.000002714214,0.0001460787,0.0001601474,0.00007624293,0.00003401951,0.0007038175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001467278,"about_ca_system_score_gemma":0.00004936862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001876128,"about_ca_topic_score_gemma":0.0007938101,"domain_scores_codex":[0.9996514,0.000008348828,0.00006667407,0.00005859966,0.000100448,0.0001145804],"domain_scores_gemma":[0.99955,0.00002009424,0.00004775348,0.0002764591,0.00006611783,0.00003953399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[3.34426e-7,0.00001914542,0.00129621,4.905245e-7,0.000007604587,1.298815e-7,0.009417197,7.16908e-9,1.25502e-7,0.9012692,0.07625189,0.01173768],"study_design_scores_gemma":[0.00004844505,0.000003455744,0.02237931,9.31171e-7,9.884988e-7,1.817011e-7,0.002075937,0.000001499851,0.000002290346,0.002565036,0.9728863,0.00003569116],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03282657,0.00007958923,0.000002688086,0.05333672,0.00186416,0.00006149229,6.392231e-7,0.00003165851,0.9117965],"genre_scores_gemma":[0.7908817,0.00001469249,0.000006563117,0.0004960797,0.0003574347,0.00002004228,0.000001209721,0.000003027029,0.2082192],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8987042,"threshold_uncertainty_score":0.9993863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08150675839650458,"score_gpt":0.3075931943462532,"score_spread":0.2260864359497486,"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."}}