{"id":"W4390142194","doi":"10.18733/cpi29713","title":"Contributor Biographies","year":2023,"lang":"en","type":"article","venue":"Cultural and Pedagogical Inquiry","topic":"Educator Training and Historical Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Sociology; History; Geography; Art history","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":[0.002436176,0.0007690225,0.0007934233,0.006404934,0.00306713,0.003098954,0.00136301,0.001842391,0.4057318],"category_scores_gemma":[0.03457427,0.0004566773,0.0003902004,0.007536783,0.0005173284,0.003328838,0.002447711,0.003605386,0.2279653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002020334,"about_ca_system_score_gemma":0.005933395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008348677,"about_ca_topic_score_gemma":0.01234481,"domain_scores_codex":[0.9977478,0.0002629269,0.0001292554,0.0003684658,0.001308757,0.0001828009],"domain_scores_gemma":[0.9709116,0.004326803,0.001321857,0.001909522,0.01972536,0.001804886],"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":[0.000007317667,0.000005956818,0.0001066569,0.00008864843,0.000001623945,0.00003391357,0.0001710251,0.00001925876,0.00007665015,0.0008535938,0.982054,0.01658135],"study_design_scores_gemma":[0.000002609755,0.000002863283,0.0002105924,0.0001173827,0.000003621742,0.00005633586,0.0001212959,0.00002321723,0.00007263947,0.0003394888,0.9990454,0.000004604658],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002495608,0.01515455,0.004528857,0.07024907,0.1306411,0.0008774778,0.03466322,0.002015105,0.739375],"genre_scores_gemma":[0.009399936,0.009217337,0.00195522,0.007480138,0.01253705,0.0006271242,0.009883169,0.001272812,0.9476273],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5942682,"threshold_uncertainty_score":0.8476515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7998431629699503,"score_gpt":0.5477181268514066,"score_spread":0.2521250361185436,"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."}}