{"id":"W4406266575","doi":"10.25071/2816-8275.23","title":"Contributors","year":2024,"lang":"en","type":"article","venue":"IYARIC","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.003383349,0.000997218,0.0007881559,0.003995992,0.002825443,0.005861762,0.00138251,0.00143202,0.7130657],"category_scores_gemma":[0.02695574,0.0004244203,0.0003310794,0.001598777,0.0006486554,0.001960988,0.003624242,0.002071236,0.5344139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00208305,"about_ca_system_score_gemma":0.005306446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003191325,"about_ca_topic_score_gemma":0.005439886,"domain_scores_codex":[0.9974092,0.000476562,0.00009974166,0.0004126008,0.001290403,0.0003114501],"domain_scores_gemma":[0.9742081,0.002579745,0.0006990043,0.001539958,0.01533182,0.005641341],"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":[0.00005212392,0.00002541131,0.0004990769,0.00007471201,0.000002608929,0.00008603048,0.0001325756,0.00002543973,0.0001091107,0.003469367,0.9641815,0.03134211],"study_design_scores_gemma":[0.000009224183,0.000004769325,0.0002256936,0.0001173773,0.000004003948,0.00008984529,0.0002184083,0.00004924538,0.0001116527,0.0008548609,0.9983093,0.000005799352],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004004694,0.002893824,0.007478336,0.03985131,0.04960813,0.001533778,0.02244648,0.005326056,0.8668572],"genre_scores_gemma":[0.004566692,0.0005862601,0.00267039,0.004095361,0.002192361,0.0005119023,0.00428242,0.001093855,0.9800007],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2869343,"threshold_uncertainty_score":0.4092768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007004618038374482,"score_gpt":0.2728018328975449,"score_spread":0.2657972148591704,"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."}}