{"id":"W4247165745","doi":"10.1017/mag.2020.50","title":"Parallel probabilities","year":2020,"lang":"en","type":"article","venue":"The Mathematical Gazette","topic":"Bayesian Modeling and Causal Inference","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Probability and statistics; Degree (music); Computer science; Statistics; Mathematics; Physics","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":[0.0002245453,0.00009901673,0.0001339106,0.000007579021,0.00007946672,0.0001331496,0.0009585329,0.00003003691,0.00006384869],"category_scores_gemma":[0.0001386221,0.00005692928,0.00005570962,0.0001415691,0.00008831081,0.0001178571,0.0002232469,0.0001542827,0.0009279709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006046747,"about_ca_system_score_gemma":0.00002319807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.775565e-7,"about_ca_topic_score_gemma":1.03007e-7,"domain_scores_codex":[0.999144,0.00005836875,0.0001814232,0.0001970588,0.0002133917,0.0002057382],"domain_scores_gemma":[0.9992661,0.0001617994,0.0000319103,0.0004043494,0.00002862404,0.0001072266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002090774,0.00001695314,0.000001949641,0.00003342082,0.000006154419,0.00000233086,0.002325711,0.0001368318,0.00008911257,0.9927767,0.002183265,0.002425512],"study_design_scores_gemma":[0.00006845576,0.00003856355,0.00001135852,0.00001392319,0.00000438136,0.00000816543,0.00003277182,0.3400848,0.0001606003,0.6585197,0.0009637119,0.00009353224],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001949553,0.00003776604,0.9296551,0.05591397,0.00002618797,0.0001171614,4.338083e-7,0.0002427059,0.01205709],"genre_scores_gemma":[0.8298501,0.000004416298,0.160721,0.008775255,0.0001161705,0.00003526036,2.998046e-7,0.00001039372,0.0004871046],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8279005,"threshold_uncertainty_score":0.9998499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05662658024465369,"score_gpt":0.2479579888164159,"score_spread":0.1913314085717622,"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."}}