{"id":"W4416885136","doi":"10.37665/srdtrdj30791","title":"Laser Projector Field Reliability Dashboard: An Effective Tool to Monitor Product Reliability","year":2018,"lang":"","type":"article","venue":"Soldering and Reliability Conferences","topic":"Reliability and Maintenance Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Christie (Canada)","funders":"","keywords":"Reliability (semiconductor); Field (mathematics); Visualization; Parametric statistics; Product (mathematics); Dashboard; Projector","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":["metaepi_narrow"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.004255495,0.001368851,0.001586439,0.0002951824,0.001038079,0.0007642494,0.0009194879,0.0008950571,0.0004048288],"category_scores_gemma":[0.006660674,0.001225572,0.0003470795,0.001073809,0.001593303,0.001528618,0.0005847061,0.001364809,0.0001311822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005388474,"about_ca_system_score_gemma":0.0004248282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002467119,"about_ca_topic_score_gemma":0.000323363,"domain_scores_codex":[0.9910167,0.0009661196,0.001875708,0.00353589,0.0008658453,0.001739752],"domain_scores_gemma":[0.9926786,0.001076936,0.000305371,0.003083256,0.00196232,0.0008935115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003893099,0.004524567,0.1072197,0.01200239,0.0005510615,0.00002131071,0.03474211,0.141863,0.007543299,0.001037978,0.003827235,0.6827742],"study_design_scores_gemma":[0.004978606,0.02021077,0.2531622,0.003869998,0.0009997301,0.00004968644,0.005875561,0.5044617,0.1546716,0.01233791,0.03032549,0.009056766],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684307,0.0001914534,0.01455276,0.002194307,0.004930342,0.006247658,0.0001222245,0.0009081042,0.002422444],"genre_scores_gemma":[0.9793611,0.0005084416,0.01694683,0.0002084426,0.001682431,0.0007002215,0.0000319624,0.0001186557,0.0004419608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6737175,"threshold_uncertainty_score":0.9999062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009722184997990352,"score_gpt":0.2521691028133785,"score_spread":0.2424469178153881,"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."}}