{"id":"W2899350054","doi":"10.3390/s18113680","title":"Characterization of a Time-Resolved Diffuse Optical Spectroscopy Prototype Using Low-Cost, Compact Single Photon Avalanche Detectors for Tissue Optics Applications","year":2018,"lang":"en","type":"article","venue":"Sensors","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; McMaster University","keywords":"Detector; CMOS; Single-photon avalanche diode; Avalanche photodiode; Diffuse optical imaging; Optics; Optoelectronics; Computer science; Materials science; Avalanche diode; Electronic engineering; Physics; Engineering","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":[0.0001374885,0.0002072626,0.0004230142,0.0001358596,0.0001005046,0.00003407041,0.00009523085,0.0001309219,0.00005591415],"category_scores_gemma":[0.0001258514,0.0001868626,0.00009298765,0.0002565452,0.000305213,0.00005749492,0.00001973953,0.0001562589,0.00002865363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001233862,"about_ca_system_score_gemma":0.00006492403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001403674,"about_ca_topic_score_gemma":0.000001405975,"domain_scores_codex":[0.9987114,0.00002731687,0.0003698481,0.0003176153,0.000208893,0.0003649024],"domain_scores_gemma":[0.9989281,0.00007501519,0.0001414309,0.0004011511,0.0002909704,0.0001633591],"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":[0.0004009678,0.000488656,0.0004589593,0.0001211064,0.00002987706,0.000001700068,0.00009000518,0.000001709483,0.9978866,0.0001336143,0.00002064843,0.0003661819],"study_design_scores_gemma":[0.0007336358,0.001037772,0.0005315911,0.0001525546,0.0001347163,0.00001703249,0.0000131053,0.02406575,0.9720373,0.0001049737,0.0009972369,0.0001743005],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9071648,0.000005375404,0.08799696,0.0001789451,0.0000459218,0.003360904,0.00004299009,0.0002232278,0.0009808491],"genre_scores_gemma":[0.9034131,0.00000811974,0.09556369,0.00008330279,0.000393924,0.0001142316,0.0001001015,0.00006990104,0.0002536931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02584925,"threshold_uncertainty_score":0.7620037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02488696130952918,"score_gpt":0.328372525309143,"score_spread":0.3034855639996138,"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."}}