{"id":"W4385396315","doi":"10.18733/cpi29695","title":"Contributor Biographies","year":2023,"lang":"en","type":"article","venue":"Cultural and Pedagogical Inquiry","topic":"Digital Education and Society","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Humanity; Humanism; Art history; History; Sociology; Environmental ethics; Philosophy; Humanities; Theology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002340272,0.0007768647,0.0008465162,0.005461948,0.002798017,0.003795844,0.001486342,0.00186106,0.4832785],"category_scores_gemma":[0.02458547,0.0004474293,0.000457718,0.007117252,0.0005304549,0.003565845,0.002435676,0.003664633,0.3460864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001975769,"about_ca_system_score_gemma":0.004990728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007022617,"about_ca_topic_score_gemma":0.01135389,"domain_scores_codex":[0.9978467,0.0002363657,0.0001291797,0.0003784537,0.001228262,0.0001809795],"domain_scores_gemma":[0.9771398,0.002991118,0.0008944015,0.001586951,0.01557221,0.001815633],"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":[0.000006846523,0.00000528038,0.00006702325,0.00006230582,0.000001299413,0.00002273398,0.00007813261,0.00001719978,0.00006405065,0.0008534912,0.981781,0.01704046],"study_design_scores_gemma":[0.000002036217,0.000002595324,0.0001012963,0.00007040322,0.000002471363,0.00003567263,0.00006388096,0.00001987957,0.00004844916,0.0002617456,0.9993881,0.000003425201],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001260638,0.01235171,0.004457345,0.06412002,0.1462415,0.0006579653,0.02404114,0.002118298,0.7447513],"genre_scores_gemma":[0.005156009,0.006876076,0.001812762,0.007201561,0.01185068,0.0004122723,0.007795709,0.001162607,0.9577322],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5167215,"threshold_uncertainty_score":0.7370405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6213814682496793,"score_gpt":0.4742904455547267,"score_spread":0.1470910226949526,"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."}}