{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009599589,0.0000548832,0.00005778959,0.00009186359,0.00002227335,0.00007543547,0.00007038008,0.00002779242,0.0006433027],"category_scores_gemma":[0.00004798987,0.00004646663,0.00003831161,0.000457623,0.00001946715,0.00007728971,0.00002000697,0.00008330809,0.09361938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007541264,"about_ca_system_score_gemma":0.00003590674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002633545,"about_ca_topic_score_gemma":0.000005613838,"domain_scores_codex":[0.999514,0.00001659196,0.00006654907,0.0001279749,0.0001142218,0.0001606039],"domain_scores_gemma":[0.9997619,0.00005422409,0.000006436721,0.0001198743,0.00001615574,0.00004142041],"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":[0.00001418641,0.00005735026,0.002804283,0.00005109268,0.0001260226,0.0004414869,0.0004670954,0.00003204205,0.03536863,0.1095629,0.8292868,0.0217881],"study_design_scores_gemma":[0.0001086808,0.00001667026,0.007395931,0.00002026508,0.00002407249,0.00001924412,0.00001071903,0.001822507,0.001440245,0.002968717,0.98607,0.0001029728],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7486179,0.0150782,0.001028316,0.001325413,0.003700435,0.0003631559,0.0002438349,0.004872261,0.2247704],"genre_scores_gemma":[0.9953982,0.00000233995,0.00004371516,0.0000553004,0.0001418938,0.000007490862,0.000008566246,0.00003606496,0.004306401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2467803,"threshold_uncertainty_score":0.9070863,"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."}}