{"id":"W4393171454","doi":"10.2139/ssrn.4737617","title":"The Most Dangerous Branch?","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Construction Engineering and Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Branch predictor; Business; Environmental science; Computer 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":[],"consensus_categories":[],"category_scores_codex":[0.000473043,0.00009424471,0.00006307836,0.00005328767,0.000160378,0.0001287704,0.0001283,0.0000372329,0.00001289096],"category_scores_gemma":[0.00001238888,0.00006697171,0.00006207514,0.000193284,0.00002044199,0.0000845991,0.00000749536,0.001412572,0.00005975259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003957243,"about_ca_system_score_gemma":0.0002641011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003582418,"about_ca_topic_score_gemma":0.00008266624,"domain_scores_codex":[0.9986507,0.00001055275,0.0001388235,0.00006796765,0.0001095849,0.001022349],"domain_scores_gemma":[0.9997843,0.00005145766,0.000006873664,0.00009986789,0.00001548996,0.0000420002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003324087,0.000001952557,0.00002039494,0.00001262023,0.0002096611,0.000005980506,0.00008423614,0.01533991,0.0006441195,0.1364107,0.001202948,0.8460642],"study_design_scores_gemma":[0.0002762048,0.00007066791,0.0001574891,0.00006502362,0.00004659695,0.005768847,0.0005262349,0.06038136,0.0002483016,0.1002852,0.8318044,0.0003697122],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1188245,0.2006541,0.6493365,0.002170119,0.01102156,0.0001675076,0.000007521772,0.002285351,0.01553289],"genre_scores_gemma":[0.9849595,0.01282836,0.00003059689,0.000007532321,0.0005416341,0.000003007118,7.505288e-7,0.00003211536,0.001596547],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.866135,"threshold_uncertainty_score":0.6136999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002466793664893863,"score_gpt":0.1808711245645978,"score_spread":0.1784043308997039,"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."}}