{"id":"W2886775678","doi":"10.1017/s1431927618006311","title":"Root Cause Failure Analysis of Polyethylene Tubing Utilizing Microscopy","year":2018,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Integrated Circuits and Semiconductor Failure Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dow Chemical (Canada)","funders":"","keywords":"Materials science; Polyethylene; Root cause analysis; Composite material; Forensic engineering; 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":[0.0005132523,0.0002724513,0.0002913362,0.001509052,0.0004014022,0.0003767591,0.0004757623,0.0004486439,0.001080571],"category_scores_gemma":[0.0008493485,0.0001957322,0.0002647682,0.0004534019,0.000240691,0.0003423767,0.0003015358,0.0002241097,0.0002296823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003594201,"about_ca_system_score_gemma":0.000230963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001293433,"about_ca_topic_score_gemma":0.002548229,"domain_scores_codex":[0.9995473,0.00004359142,0.0000221831,0.0000611553,0.0002882156,0.00003750318],"domain_scores_gemma":[0.9988636,0.0001859308,0.0001927211,0.0001020396,0.0006213863,0.00003430477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002169466,0.00006204419,0.03585001,0.0001900461,0.00003761943,0.000465248,0.0003692963,0.002181971,0.9058165,0.000591837,0.0005324233,0.05368613],"study_design_scores_gemma":[0.00001351159,0.0006062721,0.2345132,0.00005546676,0.00008437748,0.0020857,0.000451382,0.05307492,0.7035275,0.0003658449,0.005137505,0.00008434442],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9073486,0.001464581,0.08811056,0.00006286002,0.00002724988,0.00006363363,0.0001590591,0.0006596019,0.002103903],"genre_scores_gemma":[0.9695079,0.0003872932,0.02782424,0.00001797981,0.000006196425,0.0000265337,0.0001154366,0.00004364383,0.002070739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001509052,"threshold_uncertainty_score":0.003614902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01084240226172646,"score_gpt":0.2507253769721813,"score_spread":0.2398829747104548,"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."}}