{"id":"W3022598423","doi":"","title":"Screening and Selecting Safe Contractors and Subcontractors","year":2017,"lang":"en","type":"article","venue":"ASSE Professional Development Conference and Exposition","topic":"Law, Economics, and Judicial Systems","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"PCL Construction (Canada)","funders":"","keywords":"Business; Construction engineering; Operations management; Risk analysis (engineering); Forensic engineering; Computer science; Engineering","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":[0.009216665,0.0005392733,0.0008766798,0.004046183,0.002872813,0.003464773,0.001632125,0.001735975,0.01027481],"category_scores_gemma":[0.0434056,0.0005618538,0.0005425489,0.001952641,0.0008261537,0.001553148,0.0015982,0.001502343,0.002035384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001373781,"about_ca_system_score_gemma":0.008009626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01750921,"about_ca_topic_score_gemma":0.0341048,"domain_scores_codex":[0.9937436,0.002660392,0.0003709955,0.0004439479,0.001152952,0.001627992],"domain_scores_gemma":[0.9640034,0.02229466,0.003078744,0.001532366,0.004949875,0.004140989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002997971,0.001435748,0.4896115,0.0001996077,0.00006907479,0.001764534,0.00345649,0.004659237,0.003572564,0.01548788,0.03772767,0.4390178],"study_design_scores_gemma":[0.001255999,0.003568712,0.5643108,0.001472697,0.0007749996,0.004322784,0.04506804,0.1613343,0.03004996,0.1249714,0.06257648,0.000293662],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9383201,0.0009438868,0.0277984,0.003649007,0.0001154436,0.000964614,0.000634807,0.0001713691,0.02740232],"genre_scores_gemma":[0.9741998,0.0003512787,0.01463343,0.0004422014,0.00004735985,0.0002134685,0.0003940015,0.00002494004,0.009693569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01750921,"threshold_uncertainty_score":0.04874295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04859751805752163,"score_gpt":0.2563619159328919,"score_spread":0.2077643978753703,"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."}}