{"id":"W2018986257","doi":"10.2523/iptc-13926-ms","title":"Human Factors in Large Capital Projects","year":2009,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Operability; Process (computing); Computer science; Risk analysis (engineering); Engineering; Workforce; Engineering design process; Systems engineering; Process management; Construction engineering; Software 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004317337,0.0001570242,0.0002337163,0.0009431925,0.0003471551,0.00001086099,0.0006286596,0.0003887773,0.001142241],"category_scores_gemma":[0.0004633252,0.0001441378,0.00004033458,0.0003329449,0.00008598533,0.0001692202,0.0001358688,0.00132179,0.0003284428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003437918,"about_ca_system_score_gemma":0.0004951875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001862954,"about_ca_topic_score_gemma":0.00103089,"domain_scores_codex":[0.9978808,0.0001139286,0.0005316398,0.0003603675,0.0004081385,0.0007051526],"domain_scores_gemma":[0.9989826,0.0001518591,0.0001503696,0.0002593962,0.000356436,0.00009932796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000419235,0.0001472953,0.751435,0.00001294764,0.000007595136,0.00001817247,0.0003356186,0.000002526963,0.0008218964,0.245642,0.0003226311,0.001212322],"study_design_scores_gemma":[0.001286738,0.0002244136,0.9696985,0.000106289,0.000001618851,0.000002434291,0.001512588,0.0004983827,0.0001122432,0.02132728,0.005080262,0.0001491976],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9389983,0.00002800849,0.0001883516,0.01287493,0.0004382487,0.0004026287,0.00005608019,0.00019683,0.04681657],"genre_scores_gemma":[0.9965937,0.00001801046,0.0001168557,0.0004593843,0.0001101819,0.0001299662,0.00009556334,0.000009565487,0.002466836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2243147,"threshold_uncertainty_score":0.9997709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07092485713760092,"score_gpt":0.4485987907407826,"score_spread":0.3776739336031816,"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."}}