{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009826746,0.002102914,0.001000902,0.00775349,0.0006439445,0.002899,0.001704253,0.001217867,0.01047004],"category_scores_gemma":[0.02555004,0.0007446056,0.0004000922,0.002678815,0.000514027,0.004328338,0.002363097,0.001586418,0.0041711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005883845,"about_ca_system_score_gemma":0.0008466411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008477762,"about_ca_topic_score_gemma":0.0007939224,"domain_scores_codex":[0.9929922,0.002204846,0.0006195237,0.0007275343,0.003250085,0.0002058862],"domain_scores_gemma":[0.9621823,0.01488717,0.005693849,0.005029595,0.01068209,0.001524878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001326618,0.0007657465,0.02634306,0.001444856,0.000227027,0.0007420526,0.002585938,0.01129022,0.03160277,0.003497016,0.1190505,0.8011242],"study_design_scores_gemma":[0.0007440556,0.004233786,0.1007999,0.002524957,0.0005958379,0.001777985,0.00534271,0.4063513,0.1347498,0.01470695,0.3267689,0.001403921],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.1352629,0.001796905,0.6092618,0.002584822,0.001061947,0.00191294,0.008527243,0.2146663,0.02492518],"genre_scores_gemma":[0.4484002,0.001095792,0.5265226,0.0007498311,0.0003463656,0.002060455,0.005008544,0.004912384,0.01090365],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.01047004,"threshold_uncertainty_score":0.05196947,"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."}}