{"id":"W4367277081","doi":"10.1109/tim.2023.3270999","title":"Portable Multiwavelength Fluorescence Measurement Device: Empirical Evaluation","year":2023,"lang":"en","type":"article","venue":"IEEE Transactions on Instrumentation and Measurement","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Fonds de recherche du Québec","keywords":"Photodiode; Diffuser (optics); Laser; Optoelectronics; Fluorescence; Materials science; Optics; Photocurrent; Laser diode; Optical power; Light-emitting diode; Diode; Physics; Light source","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001497587,0.0001810222,0.0001995043,0.0002620899,0.0002298201,0.00004909651,0.00004294378,0.00007071126,0.0001442025],"category_scores_gemma":[0.00004311672,0.0001637202,0.00007490847,0.0003840566,0.00006188331,0.00013335,0.000001145293,0.0002181473,0.00007076931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005960587,"about_ca_system_score_gemma":0.000222102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003986706,"about_ca_topic_score_gemma":0.00003014284,"domain_scores_codex":[0.9970794,0.00008287818,0.0003368364,0.0003599401,0.001864344,0.0002765637],"domain_scores_gemma":[0.9989697,0.0000164722,0.00005804125,0.0002102721,0.0005509485,0.0001945825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000496428,0.001215881,0.002476652,0.0002468453,0.0003030589,0.00001457596,0.00105609,0.0002750764,0.3156513,0.0001108203,0.004426939,0.6737264],"study_design_scores_gemma":[0.005686781,0.001219827,0.03761284,0.000642331,0.0007305767,0.00004195495,0.001149741,0.05854876,0.8908656,0.0003006094,0.002694695,0.0005063253],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6967403,0.000193612,0.2794285,0.01099119,0.001665253,0.004316032,0.00002783396,0.001815806,0.004821416],"genre_scores_gemma":[0.9942212,0.0001990752,0.00461647,0.0005201345,0.00003504945,0.0002583069,0.00001022222,0.00002146015,0.0001180893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.67322,"threshold_uncertainty_score":0.6676317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.147784780811635,"score_gpt":0.3887791289984888,"score_spread":0.2409943481868537,"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."}}