{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008418697,0.00007211052,0.00008421705,0.00003055737,0.0001315305,0.00028075,0.0001981087,0.00004584411,0.0000204124],"category_scores_gemma":[0.0000410891,0.00004425485,0.00006284213,0.0005154235,0.0001653761,0.0003917648,0.0001318851,0.00005977375,0.0001744465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003895935,"about_ca_system_score_gemma":0.000009635448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004613132,"about_ca_topic_score_gemma":5.112382e-7,"domain_scores_codex":[0.9994314,0.00001617891,0.00008961479,0.0001850784,0.0001072277,0.0001705315],"domain_scores_gemma":[0.9996645,0.00004669679,0.00001834126,0.000102134,0.00005192122,0.0001163375],"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":[0.000004772433,0.00008084405,0.003454976,0.00002310854,0.00003149427,0.00001578856,0.03303988,0.000002421246,0.001039647,0.6178035,0.2892983,0.05520536],"study_design_scores_gemma":[0.000429491,0.0001157529,0.1068524,0.00001614016,0.000005628917,0.00002453177,0.0130935,0.0009617574,0.000247682,0.01629496,0.8615457,0.0004124054],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846784,0.0004201916,0.0009599847,0.008381438,0.0008700682,0.000078188,0.000004887586,0.0005878062,0.004019031],"genre_scores_gemma":[0.9922944,0.0004190942,0.0003228002,0.001146716,0.000197749,0.00001042391,0.0000181842,0.000002099811,0.0055885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6015085,"threshold_uncertainty_score":0.2707279,"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."}}