{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00202389,0.0004066764,0.0004726814,0.001885525,0.006423429,0.006689967,0.000975034,0.003850104,0.07021753],"category_scores_gemma":[0.01089618,0.0002222622,0.0002824312,0.001181429,0.005953208,0.007441358,0.002899883,0.006760809,0.0232874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002165576,"about_ca_system_score_gemma":0.005040722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005143573,"about_ca_topic_score_gemma":0.0127767,"domain_scores_codex":[0.9986132,0.0003265065,0.00004471461,0.00019764,0.0004324671,0.0003853927],"domain_scores_gemma":[0.9961298,0.0005379951,0.0002424061,0.0002178301,0.001203444,0.001668661],"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":[0.00006574611,0.00006773686,0.004456539,0.00008267324,0.00001287791,0.000375631,0.002949013,0.00009182775,0.0002044838,0.3485713,0.5487011,0.09442119],"study_design_scores_gemma":[0.00001758235,0.0000334535,0.002170986,0.0003751616,0.00001588499,0.00069037,0.009008658,0.0001320851,0.0001843233,0.2462568,0.7410908,0.00002394346],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01229949,0.004907425,0.002042615,0.3937047,0.008499017,0.00002113067,0.0002277617,0.0001199043,0.578178],"genre_scores_gemma":[0.4258424,0.00953362,0.003045497,0.1469901,0.01098055,0.00006749808,0.0003695643,0.000467716,0.402703],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07021753,"threshold_uncertainty_score":0.2349011,"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."}}