{"id":"W4403533156","doi":"10.1126/sciadv.adl5729","title":"Metabolic light absorption, scattering, and emission (MetaLASE) microscopy","year":2024,"lang":"en","type":"article","venue":"Science Advances","topic":"Photoacoustic and Ultrasonic Imaging","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Autofluorescence; Flavin adenine dinucleotide; Nicotinamide adenine dinucleotide; Microscopy; Histology; Pathology; Materials science; Chemistry; Biophysics; Biology; Fluorescence; Optics; Medicine; Biochemistry; NAD+ kinase; Cofactor","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":[0.0002735925,0.0004059279,0.0001593644,0.0004131288,0.0002126143,0.0004649601,0.0004960917,0.0005347673,0.001457121],"category_scores_gemma":[0.0002905681,0.0002533394,0.0001983774,0.0002342356,0.0003863053,0.0004496046,0.0005158606,0.0004376101,0.0004188622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000312979,"about_ca_system_score_gemma":0.0002123835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004603458,"about_ca_topic_score_gemma":0.0006950884,"domain_scores_codex":[0.99978,0.00003302315,0.00001001319,0.00006213993,0.0000861583,0.00002871967],"domain_scores_gemma":[0.9998234,0.00004425815,0.0000509414,0.0000234521,0.00003689037,0.00002102951],"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":[0.00004146108,0.000006796583,0.0002889796,0.00004249996,0.000005163107,0.00005152681,0.00001874933,0.0002278703,0.9938859,0.0007320208,0.00007819138,0.004620722],"study_design_scores_gemma":[0.000007561179,0.00008889213,0.001534556,0.000008089172,0.00001118666,0.0005648076,0.00003283675,0.007330092,0.9865802,0.0004926539,0.003332027,0.00001717417],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6268255,0.002147266,0.3554374,0.0004926354,0.00009293965,0.00009974717,0.0003818982,0.00160462,0.01291795],"genre_scores_gemma":[0.8026838,0.001263155,0.1867349,0.0001307963,0.0000326758,0.00008180235,0.0002459566,0.0001138288,0.008713152],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.001457121,"threshold_uncertainty_score":0.004874587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004323091429122884,"score_gpt":0.2501378168090197,"score_spread":0.2458147253798968,"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."}}