{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001259831,0.001160435,0.001024187,0.004713336,0.001070146,0.001859868,0.002687518,0.002447261,0.03035524],"category_scores_gemma":[0.001852158,0.000698083,0.0006866974,0.002771511,0.0007804352,0.003199422,0.001481319,0.002150029,0.03059209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00258667,"about_ca_system_score_gemma":0.001681151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002122405,"about_ca_topic_score_gemma":0.002036981,"domain_scores_codex":[0.9991192,0.00009061045,0.00006325237,0.0001650977,0.0004865536,0.00007530685],"domain_scores_gemma":[0.9988583,0.0002944694,0.00008415465,0.00008369165,0.0006100871,0.00006918228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004967119,0.00006762076,0.0001178135,0.007871329,0.00002915038,0.0003276267,0.00007188149,0.0005129841,0.01680036,0.01471822,0.1696569,0.7897764],"study_design_scores_gemma":[0.000001938254,0.00002196819,0.00008650612,0.0004504861,0.000006780647,0.0004923856,0.00001241386,0.00006941383,0.003817903,0.001161069,0.9938666,0.00001246782],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00103532,0.9055423,0.01950446,0.003967533,0.004630854,0.0001961048,0.0008756395,0.0008373674,0.06341034],"genre_scores_gemma":[0.007241367,0.9024022,0.01718687,0.004346101,0.002399785,0.000367968,0.002132204,0.0003273162,0.06359623],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03035524,"threshold_uncertainty_score":0.1015484,"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."}}