{"id":"W6990622973","doi":"","title":"Dr. Ervina wins gold at EUROINVENT 2016","year":2016,"lang":"en","type":"other","venue":"Siti Hasmah Digital Library-MMU Institutiona Repository (Multimedia University)","topic":"Electronic Packaging and Soldering Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Exhibition; Gold medal; Soldering; Creativity; Competition (biology); Medal; Industrial Revolution","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000233667,0.0006665841,0.0005028351,0.0008781311,0.0002120618,0.0001830681,0.000998891,0.0008845117,0.0003248726],"category_scores_gemma":[0.00002202335,0.0006653747,0.0002815717,0.0003628809,0.0006430224,0.001221831,0.0005842735,0.0006408751,0.001493823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006317661,"about_ca_system_score_gemma":0.0003209295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001659043,"about_ca_topic_score_gemma":0.000008070135,"domain_scores_codex":[0.9979619,0.00003305852,0.0002974111,0.0006570546,0.0003363165,0.0007142574],"domain_scores_gemma":[0.9986225,0.00007922608,0.0001551277,0.0008568689,0.00002365738,0.0002625607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003072673,0.0000829319,0.0005332047,0.0001927405,0.0003936979,0.001170093,0.00003021646,0.0001555699,0.0006965647,0.005850413,0.988161,0.002702834],"study_design_scores_gemma":[0.0007046199,0.00004567351,0.00004157572,0.0007266833,0.0000541771,0.00008781934,0.00002022587,0.0003156094,0.003235462,0.000111672,0.9938189,0.0008376227],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009785,0.001658022,0.000584652,0.0002177673,0.001515331,0.0003514627,0.0009689268,0.008497167,0.9852282],"genre_scores_gemma":[0.01797364,0.001117107,0.0005404255,0.00002441597,0.0005034586,0.000005279779,0.0004783092,0.0004578102,0.9788995],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01699514,"threshold_uncertainty_score":0.9995797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005736345189362811,"score_gpt":0.1583612171021858,"score_spread":0.152624871912823,"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."}}