{"id":"W3119111530","doi":"10.51501/jotnafe.v33i2.36","title":"The Impact of the Lack of Marine and Rail Standards on the Transportation of Large Power Transformers","year":2016,"lang":"en","type":"article","venue":"Journal of the National Academy of Forensic Engineers","topic":"Railway Systems and Energy Efficiency","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakeridge Health","funders":"","keywords":"Transformer; Engineering; Documentation; Forensic engineering; Marine engineering; Electrical engineering; Computer science; Voltage","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":[0.002921943,0.0002115815,0.0001769789,0.001332105,0.002499423,0.002500301,0.0006229156,0.001087533,0.006621199],"category_scores_gemma":[0.01945168,0.0002699791,0.0002867923,0.001483101,0.001510173,0.002304407,0.001890652,0.001335704,0.001119688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004195603,"about_ca_system_score_gemma":0.002957627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06201512,"about_ca_topic_score_gemma":0.07375402,"domain_scores_codex":[0.9961016,0.0009437696,0.0002559514,0.0002606213,0.001931677,0.0005063515],"domain_scores_gemma":[0.9844114,0.005708392,0.003809117,0.0007390256,0.004819622,0.0005124864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001540635,0.0006200556,0.5400731,0.0007660295,0.0001098059,0.0140267,0.01643029,0.02725752,0.01486563,0.02425017,0.03608676,0.3239733],"study_design_scores_gemma":[0.00006868059,0.001274433,0.7493581,0.001663956,0.0003228028,0.007586082,0.08289593,0.01440974,0.02073863,0.01047061,0.1109492,0.000261763],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9303884,0.0008032009,0.003087181,0.005150035,0.0002925965,0.00006050296,0.0005893692,0.0001353135,0.05949336],"genre_scores_gemma":[0.9941117,0.0005713013,0.0006612744,0.0002767627,0.00003917062,0.000007157616,0.0001778846,0.0000367292,0.004117891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06201512,"threshold_uncertainty_score":0.1233083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01194976466477797,"score_gpt":0.265175208107077,"score_spread":0.253225443442299,"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."}}