{"id":"W4245412454","doi":"10.7202/1065630ar","title":"Contributors","year":2009,"lang":"en","type":"article","venue":"Ontario History","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001729791,0.0001286108,0.0001666389,0.00009486468,0.00005375607,0.000005988789,0.0001618947,0.0000667242,0.00467878],"category_scores_gemma":[0.00002982986,0.0001392519,0.00008099031,0.00004828478,0.0000550984,0.0001341484,0.000009135577,0.0002102139,0.009440104],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01468854,"about_ca_system_score_gemma":0.000591184,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04558622,"about_ca_topic_score_gemma":0.2197804,"domain_scores_codex":[0.999101,0.00002733547,0.0001511865,0.0002163129,0.0002188754,0.0002852484],"domain_scores_gemma":[0.9994113,0.00001206592,0.00007062652,0.0003287428,0.00005092936,0.0001263277],"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":[0.00006971906,0.0001397966,0.004499361,8.641188e-7,0.00001294051,0.00006149372,0.003123223,0.000004156402,0.01084036,0.004427242,0.9752725,0.001548289],"study_design_scores_gemma":[0.0004225764,0.00007417894,0.1167218,0.000004206533,0.00001565202,0.000007404326,0.00000546404,0.000002294472,0.00006993911,0.0002144344,0.8823084,0.0001537108],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3955553,0.001922481,0.00004289969,0.0001476903,0.001271557,0.0001874865,0.000007770366,0.0005223111,0.6003425],"genre_scores_gemma":[0.8543997,7.855427e-7,0.000579172,0.001330031,0.0001096524,0.000004991744,0.00002493529,0.00003077451,0.14352],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4588443,"threshold_uncertainty_score":0.9962311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01575441233744847,"score_gpt":0.1940960404544043,"score_spread":0.1783416281169558,"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."}}