{"meta":{"query_hash":"e9faba3d5087","filters":{"venue":"Biomedical Optical Spectroscopy and Diagnostics"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/e9faba3d5087","api":"https://metacan.xera.ac/api/v1/cohort?venue=Biomedical+Optical+Spectroscopy+and+Diagnostics"},"results":[{"id":"W1982800013","doi":"10.1364/bosd.2000.sug4","title":"Digital Micromirror Devices (DMDs) in Microscopic and Macroscopic Imaging","year":2000,"lang":"en","type":"article","venue":"Biomedical Optical Spectroscopy and Diagnostics","topic":"Advanced Fluorescence Microscopy Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Digital micromirror device; Optics; Microscope; Aperture (computer memory); Microscopy; Physics; Materials science","score_opus":0.003152589928839093,"score_gpt":0.25844574371661055,"score_spread":0.25529315378777145,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1982800013","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.042133603,0.054300655,0.8202683,0.0013642145,0.0023446924,0.00036178986,0.0006237421,0.003222996,0.07538008],"genre_scores_gemma":[0.15514527,0.02558824,0.7896117,0.0005814631,0.00046942147,0.0002571104,0.00037814828,0.00021509602,0.027753623],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99797267,0.00032942469,0.00013498614,0.0004380988,0.0010326247,0.00009211701],"domain_scores_gemma":[0.99923265,0.00030037828,0.000106746375,0.00016150533,0.00014437606,0.000054353754],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016763031,0.00070714514,0.00075404847,0.0010404929,0.000546564,0.0012357109,0.0013566924,0.0012346779,0.004436043],"category_scores_gemma":[0.001874006,0.0008553068,0.00050520996,0.0014076312,0.0012476898,0.001746087,0.0017415945,0.0016634752,0.002633518],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003565046,0.0000945196,0.0013417293,0.0015266887,0.000036566085,0.000488137,0.00050990254,0.0031259605,0.43336928,0.13255809,0.008876064,0.41771644],"study_design_scores_gemma":[0.00006478949,0.00062455167,0.0015491848,0.0002322748,0.000054631735,0.003178995,0.00013511934,0.014799013,0.5176432,0.019165149,0.44240934,0.00014370709],"about_ca_topic_score_codex":0.0005024679,"about_ca_topic_score_gemma":0.0005540029,"teacher_disagreement_score":0.004436043,"about_ca_system_score_codex":0.0005777734,"about_ca_system_score_gemma":0.00041451643,"threshold_uncertainty_score":0.014840066},"labels":[],"label_agreement":null},{"id":"W1989745327","doi":"10.1364/bosd.2000.sua3","title":"Optical spectroscopy and medicine: Old procedures, new bedfellows","year":2000,"lang":"en","type":"article","venue":"Biomedical Optical Spectroscopy and Diagnostics","topic":"Spectroscopy Techniques in Biomedical and Chemical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Citation; Spectroscopy; Computer science; Publishing; World Wide Web; Physics; Political science","score_opus":0.007968998175785245,"score_gpt":0.30475849414201983,"score_spread":0.2967894959662346,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1989745327","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0011268671,0.54655296,0.027764559,0.272806,0.089413695,0.00012843154,0.0004188111,0.0016916714,0.060097083],"genre_scores_gemma":[0.018462794,0.4991422,0.0390423,0.07883657,0.11144189,0.00029051423,0.000438863,0.0013565598,0.2509883],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9921312,0.0017867268,0.0004777725,0.00059349585,0.0046392675,0.00037144998],"domain_scores_gemma":[0.9836044,0.0045422358,0.000663318,0.002851845,0.0056694304,0.0026688615],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.015414381,0.0026402713,0.001588753,0.00443804,0.0028712652,0.010720796,0.0027654069,0.005812372,0.054239],"category_scores_gemma":[0.017458918,0.0010677793,0.0011311059,0.0025509526,0.016567085,0.029956035,0.006646872,0.014246774,0.04025695],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012489439,0.00007870443,0.00024007125,0.0012755896,0.000035040644,0.00020555916,0.00045856234,0.00013237313,0.0017365265,0.05499492,0.6173013,0.32341665],"study_design_scores_gemma":[0.000010021127,0.000042006002,0.00032925376,0.0005908078,0.0000093974195,0.0006365541,0.000468303,0.0000944471,0.00041489766,0.034259968,0.9630965,0.000047785332],"about_ca_topic_score_codex":0.0016256316,"about_ca_topic_score_gemma":0.003273261,"teacher_disagreement_score":0.054239,"about_ca_system_score_codex":0.0034969274,"about_ca_system_score_gemma":0.0029811675,"threshold_uncertainty_score":0.18144757},"labels":[],"label_agreement":null},{"id":"W2051152169","doi":"10.1364/bosd.2000.mf2","title":"Time-resolved hemoglobin oxygenation measurements of a tissue-simulating phantom containing human erythrocytes","year":2000,"lang":"en","type":"article","venue":"Biomedical Optical Spectroscopy and Diagnostics","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Imaging phantom; Hemoglobin; Oxygenation; Scattering; Materials science; Saturation (graph theory); Biomedical engineering; Hemoglobin s; Biophysics; Chemistry; Optics; Physics; Cell; Medicine; Biology; Biochemistry; Internal medicine; Mathematics","score_opus":0.021708327303552155,"score_gpt":0.3307078808830072,"score_spread":0.308999553579455,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2051152169","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9331504,0.0010267302,0.064557835,0.00013373683,0.00003762954,0.000077135446,0.000105782936,0.00033117027,0.000579536],"genre_scores_gemma":[0.914792,0.0009737718,0.0823855,0.00009845218,0.00001963321,0.00009316715,0.0002377848,0.000044120916,0.0013556117],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998847,0.00003557902,0.0000057627735,0.000025174793,0.000035227888,0.000013449829],"domain_scores_gemma":[0.99972945,0.00012430137,0.000037890546,0.000023656641,0.00005217563,0.000032445252],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044430795,0.00027250667,0.00029269533,0.00017816867,0.00015809396,0.0002588182,0.00029196095,0.0004016579,0.00037307027],"category_scores_gemma":[0.0008856133,0.00020844162,0.00012863394,0.00016548275,0.00017772311,0.0003177329,0.0001904856,0.0003446486,0.00009348478],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006916594,0.00001299411,0.00009827537,0.000011782191,0.0000020019436,0.0000141132205,0.000019601499,0.00011269529,0.9987118,0.00003940926,0.00001617638,0.0008919239],"study_design_scores_gemma":[0.000011565346,0.0004002438,0.0015579432,0.0000030968106,0.000016488273,0.00022931806,0.000015421056,0.0050381054,0.9922086,0.000033626642,0.000477472,0.000008140069],"about_ca_topic_score_codex":0.00069608836,"about_ca_topic_score_gemma":0.0005899039,"teacher_disagreement_score":0.00069608836,"about_ca_system_score_codex":0.00022911535,"about_ca_system_score_gemma":0.00031759418,"threshold_uncertainty_score":0.0023497343},"labels":[],"label_agreement":null},{"id":"W4312377653","doi":"10.1364/bosd.1996.cm1","title":"Detection of Changes in Blood Glucose Concentration in vivo with Spatially Resolved Diffuse Reflectance","year":2006,"lang":"en","type":"article","venue":"Biomedical Optical Spectroscopy and Diagnostics","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hamilton Regional Laboratory Medicine Program; Juravinski Cancer Centre","funders":"","keywords":"Reflectivity; Diffuse reflection; Scattering coefficient; In vivo; Scattering; Attenuation coefficient; Blood glucose monitoring; Biomedical engineering; Materials science; Diffuse reflectance infrared fourier transform; Correlation coefficient; Light scattering; Medicine; Diabetes mellitus; Chemistry; Optics; Endocrinology; Biology; Mathematics; Physics; Biochemistry; Statistics","score_opus":0.006691126057371377,"score_gpt":0.26596190116061164,"score_spread":0.25927077510324026,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312377653","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98092586,0.000706381,0.017665775,0.00006612162,0.00001110541,0.000025482503,0.000053231797,0.00007328194,0.00047277438],"genre_scores_gemma":[0.9596768,0.00093074987,0.038443286,0.000115178984,0.000020138199,0.00003924351,0.00009419498,0.00001350279,0.0006668598],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998354,0.00007379117,0.000005905785,0.00003901995,0.000032192365,0.0000136574545],"domain_scores_gemma":[0.9997098,0.00014068215,0.00005377108,0.00003494689,0.000032864777,0.000027897773],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005298051,0.00032398335,0.00031644022,0.00032337668,0.00009642341,0.00016833641,0.00015566662,0.0003211036,0.000540381],"category_scores_gemma":[0.0006601545,0.00019647561,0.00012294076,0.00019428946,0.00029390334,0.0002296203,0.00016758786,0.00034088417,0.00018118748],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007235064,0.00012195481,0.0048984974,0.00006348485,0.000015884585,0.000060401606,0.00004500883,0.00010774613,0.98323905,0.000046572477,0.00004411791,0.010633802],"study_design_scores_gemma":[0.00017339273,0.010442949,0.1565552,0.000033219254,0.00019687999,0.0040698093,0.00037392072,0.007860556,0.8184951,0.0004392745,0.0012941273,0.00006558064],"about_ca_topic_score_codex":0.00019748756,"about_ca_topic_score_gemma":0.0004234177,"teacher_disagreement_score":0.000540381,"about_ca_system_score_codex":0.00005629169,"about_ca_system_score_gemma":0.00010957199,"threshold_uncertainty_score":0.0028019547},"labels":[],"label_agreement":null}]}