{"id":"W4392399915","doi":"10.23977/jeeem.2024.070104","title":"Improvement of partial voltage accuracy of photomultiplier bias circuit in life science instrument","year":2024,"lang":"en","type":"article","venue":"Journal of Electrotechnology Electrical Engineering and Management","topic":"Sensor Technology and Measurement Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Photomultiplier; Electrical engineering; Computer science; Optoelectronics; Physics; Engineering; Detector","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001198538,0.0001611435,0.0003808821,0.001981369,0.00003131306,0.00003081901,0.0007668398,0.0001218053,0.000001360878],"category_scores_gemma":[0.0003443889,0.0001394617,0.00007854733,0.001997203,0.0001184511,0.0002440691,0.0001010604,0.0005076468,6.771062e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001671306,"about_ca_system_score_gemma":0.0001299736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009238574,"about_ca_topic_score_gemma":5.132724e-7,"domain_scores_codex":[0.9980511,0.00001389275,0.0007665809,0.0002934539,0.0004431457,0.0004318468],"domain_scores_gemma":[0.9991857,0.00008593144,0.0002583745,0.0003021835,0.00009299273,0.00007484476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002113155,0.0001332081,0.0001589078,0.0002431943,0.0001609587,0.00008131631,0.00006855839,0.0005807925,0.7482996,0.1581796,0.00003571516,0.09203701],"study_design_scores_gemma":[0.0009050591,0.001357588,0.0007433314,0.0003284425,0.00004668806,0.0001312014,0.00002678087,0.06531712,0.9270832,0.001989401,0.001867626,0.0002035627],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6845322,0.003200506,0.3105703,0.0006300443,0.0004001306,0.0004396166,4.35312e-7,0.0001401358,0.00008660107],"genre_scores_gemma":[0.9972963,0.0007867082,0.00183834,0.00002441855,0.00001755075,0.0000175874,7.088909e-8,0.000008386045,0.0000106265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3127641,"threshold_uncertainty_score":0.5687084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01703431054356797,"score_gpt":0.2242822275412219,"score_spread":0.2072479169976539,"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."}}