{"id":"W4416879753","doi":"10.37665/wemoiwc98236","title":"What's with Bismuth?","year":2023,"lang":"","type":"article","venue":"On-Demand Webinars","topic":"Electronic Packaging and Soldering Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Champion; Presentation (obstetrics); Electronics; Public interest","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":[0.0003586722,0.0005523902,0.000495973,0.0005247052,0.000302639,0.0004089611,0.0005277871,0.0003604864,0.00005161107],"category_scores_gemma":[0.00004850106,0.000493482,0.0001237841,0.001382674,0.0002129028,0.0004349848,0.0001340184,0.0008531115,0.001416107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001793674,"about_ca_system_score_gemma":0.00009141579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007568791,"about_ca_topic_score_gemma":0.00001013282,"domain_scores_codex":[0.997262,0.00004176073,0.0003183084,0.0006332772,0.000418122,0.001326543],"domain_scores_gemma":[0.9986313,0.000153722,0.00006884339,0.0009583923,0.00003641714,0.0001513535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005630635,0.0006953977,0.003718479,0.002636468,0.003228908,0.004067222,0.01038009,0.4275884,0.008700271,0.05007829,0.3205909,0.1677525],"study_design_scores_gemma":[0.01485494,0.01551976,0.01589238,0.02379534,0.001136914,0.0006452554,0.02330459,0.2866125,0.07613208,0.05308363,0.4768637,0.0121589],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9662949,0.005746899,0.0005201566,0.008931899,0.002320708,0.0004206011,0.00001079007,0.006707667,0.009046372],"genre_scores_gemma":[0.9736277,0.01929569,0.0001860809,0.0001327731,0.0001341796,0.00006515792,0.00001415598,0.000150123,0.006394161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1562728,"threshold_uncertainty_score":0.9997517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01299097364813347,"score_gpt":0.2301247342923664,"score_spread":0.2171337606442329,"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."}}