{"meta":{"query_hash":"ea178ea57012","filters":{"venue":"Biophotonics discovery."},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"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/ea178ea57012","api":"https://metacan.xera.ac/api/v1/cohort?venue=Biophotonics+discovery."},"results":[{"id":"W4407710620","doi":"10.1117/1.bios.2.1.015002","title":"Single-cell Raman spectroscopy detects pediatric focal cortical dysplasia","year":2025,"lang":"en","type":"article","venue":"Biophotonics discovery.","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":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; McGill University Health Centre; Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Cortical dysplasia; Raman spectroscopy; Nuclear magnetic resonance; Medicine; Pathology; Optics; Physics; Magnetic resonance imaging; Radiology","score_opus":0.007873371790290698,"score_gpt":0.2813645309573364,"score_spread":0.2734911591670457,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407710620","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":[0.9867055,0.00066303136,0.011512904,0.00004981369,0.000009979607,0.00002850913,0.000222451,0.00015274725,0.000655109],"genre_scores_gemma":[0.98746103,0.00047485577,0.011341196,0.000032634067,0.000004823341,0.000028401251,0.00020621296,0.000024176878,0.00042658063],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997861,0.000023697496,0.00001095726,0.00007296349,0.00007484331,0.000031438543],"domain_scores_gemma":[0.9998128,0.00006298521,0.000038924034,0.000015058076,0.000050547522,0.000019738687],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000288102,0.0003479236,0.00025601132,0.00053052395,0.00016829997,0.0002737595,0.00026993148,0.00042942393,0.0007504298],"category_scores_gemma":[0.0005346941,0.00016946536,0.00019310837,0.00022974271,0.00026975316,0.00020325482,0.00036139844,0.0002668801,0.00025400813],"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":[0.00014263132,0.00002276532,0.014291135,0.00009070376,0.000018477598,0.00027540277,0.0001390126,0.0005440856,0.97524816,0.000056562323,0.00010570176,0.009065309],"study_design_scores_gemma":[0.000011617696,0.00048742112,0.10309619,0.000025587235,0.000060099766,0.0027055629,0.0005819095,0.010876603,0.88068664,0.00017397992,0.0012689029,0.000025519099],"about_ca_topic_score_codex":0.0008427752,"about_ca_topic_score_gemma":0.0018281667,"teacher_disagreement_score":0.0008427752,"about_ca_system_score_codex":0.00019795455,"about_ca_system_score_gemma":0.00022240385,"threshold_uncertainty_score":0.0025104284},"labels":[],"label_agreement":null},{"id":"W7128204165","doi":"10.1117/1.bios.2.3.032507","title":"Skin tone corrected pulse oximetry models evaluated through reflective pulsatile Monte Carlo simulations","year":2025,"lang":"en","type":"article","venue":"Biophotonics discovery.","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ted Rogers Centre for Heart Research; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Pulsatile flow; Monte Carlo method; Pulse (music); Pulse oximetry","score_opus":0.01936312908989486,"score_gpt":0.2950890555765216,"score_spread":0.27572592648662675,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7128204165","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":[0.6194779,0.00081870524,0.36188096,0.0011930083,0.00022717101,0.00020160843,0.00061007845,0.0008868919,0.014703677],"genre_scores_gemma":[0.9778176,0.00011883325,0.020417238,0.00011000808,0.000015261525,0.00006782813,0.00010333938,0.000064474894,0.0012854498],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998061,0.00008300634,0.000009598955,0.000026659645,0.000050280305,0.00002435539],"domain_scores_gemma":[0.9975961,0.0018358111,0.00019387856,0.00008259129,0.00022903527,0.000062664396],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00073522667,0.00032488466,0.0002668277,0.00022709317,0.0002253059,0.00063568057,0.0006573858,0.0007972661,0.001515491],"category_scores_gemma":[0.0060828305,0.0001735074,0.00028875232,0.00020368567,0.00026247796,0.00035205495,0.00035987506,0.00058707414,0.00019826698],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000110186855,0.000062392275,0.002404423,0.000035230332,0.000014546059,0.000073806266,0.00004042252,0.9875882,0.0010830956,0.0015953097,0.00043724928,0.00655511],"study_design_scores_gemma":[0.000005966145,0.000015200792,0.00016259347,0.0000055184983,0.0000037152831,0.0000106549305,0.0000062416475,0.99901056,0.00040343887,0.00023956946,0.00013320945,0.0000033019714],"about_ca_topic_score_codex":0.007487169,"about_ca_topic_score_gemma":0.005088006,"teacher_disagreement_score":0.007487169,"about_ca_system_score_codex":0.0004908354,"about_ca_system_score_gemma":0.00069424626,"threshold_uncertainty_score":0.014887214},"labels":[],"label_agreement":null}]}