{"id":"W3201007748","doi":"10.1002/cpz1.243","title":"Fluorescence Microscopy Light Source Review","year":2021,"lang":"en","type":"article","venue":"Current Protocols","topic":"Photoacoustic and Ultrasonic Imaging","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Chan Zuckerberg Initiative","keywords":"Light-emitting diode; Incandescent light bulb; Arc lamp; Optics; Optoelectronics; Laser; Materials science; Microscopy; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001205934,0.000161784,0.0002197099,0.00002047314,0.00005203987,0.00005284566,0.0001847512,0.00003006777,0.0002755559],"category_scores_gemma":[0.00008832436,0.0001570433,0.00007572216,0.0002115305,0.00002068712,0.0001056902,0.00004229482,0.0002478244,0.0001838765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005228684,"about_ca_system_score_gemma":0.00006951682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.785453e-7,"about_ca_topic_score_gemma":1.642979e-7,"domain_scores_codex":[0.9990547,0.00002649715,0.0002448508,0.0002095124,0.0001553884,0.0003090422],"domain_scores_gemma":[0.9994473,0.0000197673,0.00002931885,0.0003478247,0.00006398917,0.00009177165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000669095,0.000198481,0.0007054494,0.02488363,0.00004647502,0.00004358267,0.0002769442,0.0002160263,0.4302547,0.0001856493,0.259556,0.2836265],"study_design_scores_gemma":[0.0002256051,0.000006213446,0.00004638113,0.008866725,0.00001784114,0.00002795773,0.000008107914,0.00175465,0.1323708,0.00003329316,0.8564172,0.0002252178],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001769368,0.3234192,0.2860054,0.002338004,0.004839926,0.3411226,0.0001296725,0.004954635,0.03542119],"genre_scores_gemma":[0.0306811,0.0273347,0.02481847,0.002801489,0.002618945,0.9062474,0.0002382955,0.0006323125,0.004627234],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.5968612,"threshold_uncertainty_score":0.6404039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02102289019558864,"score_gpt":0.3157722743213107,"score_spread":0.2947493841257221,"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."}}