{"id":"W4285677785","doi":"10.18733/cpi29633","title":"Contributor Biographies","year":2022,"lang":"en","type":"article","venue":"Cultural and Pedagogical Inquiry","topic":"Science Education and Perceptions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Art history; Art; Visual arts; History; Literature","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":[0.0001350626,0.00006794811,0.00007966701,0.00005228359,0.0005655343,0.0000411865,0.0001136051,0.00003011912,0.03515401],"category_scores_gemma":[0.00001703715,0.00004594943,0.0000516573,0.0002953488,0.0003246098,0.00006313356,0.00006546269,0.0001500758,0.0001881569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009492013,"about_ca_system_score_gemma":0.000007915058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006310684,"about_ca_topic_score_gemma":0.000003775155,"domain_scores_codex":[0.9993135,0.00009704827,0.0001024372,0.0002001591,0.0001150649,0.0001717731],"domain_scores_gemma":[0.9997052,0.00004682161,0.00002552978,0.00009223677,0.0000283809,0.0001018614],"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":[0.00009259931,0.0004545734,0.04444066,0.000004521932,0.0000416808,0.00001511895,0.1640674,0.000004312027,0.003793655,0.15507,0.6113696,0.0206459],"study_design_scores_gemma":[0.0002031894,0.0001113706,0.1970816,7.009631e-7,0.000006751724,0.00006502469,0.1250812,0.000002646704,0.000003311056,0.0005617863,0.6767738,0.0001086674],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846234,0.0008009921,0.00001204536,0.00419624,0.00216499,0.00008043321,0.00002877757,0.00006190924,0.008031261],"genre_scores_gemma":[0.9810841,0.00004306934,0.00002596025,0.001641704,0.0004012662,0.00008779934,0.00003917898,0.000002457251,0.01667446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1545082,"threshold_uncertainty_score":0.965728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7668826650823243,"score_gpt":0.5540626683751402,"score_spread":0.2128199967071841,"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."}}