{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"d1c11bed2483","filters":{"venue":"Advances in Optical Imaging and Photon Migration"}},"results":[{"id":"W4320808006","doi":"10.1364/aoipm.1994.ncpdir.176","title":"Forward and Inverse Calculations for Near-Infrared Imaging Using a Multigrid Finite Difference Method","year":2022,"lang":"en","type":"article","venue":"Advances in Optical Imaging and Photon Migration","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University; Hamilton Regional Laboratory Medicine Program","funders":"","keywords":"Multigrid method; Inverse problem; Finite difference method; Simple (philosophy); Inverse; Computer science; Infrared; Finite difference; Medical imaging; Diffusion; Computer vision; Artificial intelligence; Optics; Mathematics; Physics; Partial differential equation; Mathematical analysis; Geometry","authors":[{"name":"Brian W. Pogue","is_ca":true},{"name":"Michael S. Patterson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01637829185589871,"gpt":0.3567956432043931,"spread":0.3404173513484944,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004515284,0.0003928972,0.0004250337,0.0004169406,0.0005873798,0.0004875856,0.0008104044,0.0008508555,0.004507265],"category_scores_gemma":[0.001319767,0.0002772413,0.0005028999,0.000299298,0.000384722,0.0005685553,0.0005711423,0.001044534,0.0008374722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005188746,"about_ca_system_score_gemma":0.00115879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004874594,"about_ca_topic_score_gemma":0.004231529,"domain_scores_codex":[0.9998341,0.00002748817,0.000007498268,0.0000150761,0.0001036588,0.00001212065],"domain_scores_gemma":[0.9996554,0.0001578212,0.00002031134,0.00003554844,0.000110233,0.00002079069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001118356,0.000143008,0.0007006699,0.0002579389,0.00003263503,0.0002950263,0.0003842399,0.7074847,0.06034417,0.08349095,0.004248863,0.142506],"study_design_scores_gemma":[0.000008941686,0.00001888368,0.00008634656,0.000007756441,0.000004074651,0.00003974661,0.00001152396,0.98851,0.004399496,0.003422048,0.003481307,0.00001007055],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01022285,0.0001177276,0.9837479,0.0001595494,0.00007336727,0.0000586584,0.0000512495,0.0004208717,0.005147874],"genre_scores_gemma":[0.1303801,0.000199986,0.8562866,0.0001054706,0.00002203341,0.0002193714,0.0001335842,0.0002931432,0.01235963],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004874594,"threshold_uncertainty_score":0.01507831,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4320805920","doi":"10.1364/aoipm.1994.wpl.58","title":"Theory of Multiple-Light-Scattering Spectroscopy","year":2022,"lang":"en","type":"article","venue":"Advances in Optical Imaging and Photon Migration","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Materials science; Algorithm; Computer science","authors":[{"name":"Sajeev John","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007514194840687896,"gpt":0.297750227102934,"spread":0.2902360322622461,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001846106,0.001055585,0.001124669,0.001734261,0.0009156957,0.00258765,0.002954313,0.001931447,0.006405663],"category_scores_gemma":[0.003348558,0.0006440731,0.001409029,0.001238967,0.002020439,0.002973918,0.001894633,0.002321459,0.003119676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001737771,"about_ca_system_score_gemma":0.001565771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001657986,"about_ca_topic_score_gemma":0.0008933047,"domain_scores_codex":[0.9984156,0.0003999192,0.00006528002,0.0001977762,0.0007844784,0.0001369603],"domain_scores_gemma":[0.9984918,0.0006405303,0.0001226939,0.0003220967,0.0003500303,0.00007279701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001120621,0.00001948089,0.00013461,0.0001001988,0.00001870142,0.00005275222,0.00005509816,0.05529509,0.001123245,0.926129,0.002175029,0.01488556],"study_design_scores_gemma":[0.000007734085,0.00001429953,0.00008561109,0.00002293215,0.0000045954,0.0000513276,0.00001553646,0.472455,0.0006275369,0.5174498,0.009243163,0.0000225792],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001558937,0.0005113377,0.987601,0.0002911964,0.0001379456,0.00005382341,0.0001006661,0.0002119099,0.009533124],"genre_scores_gemma":[0.1576496,0.002567312,0.8180745,0.0006064851,0.000501574,0.0006773827,0.0004947915,0.0003458528,0.01908239],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006405663,"threshold_uncertainty_score":0.02142906,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4320807888","doi":"10.1364/aoipm.1994.apmpdwi.74","title":"Perturbation Calculations of Photon Density Waves Interfering in an Inhomogeneous Tissue-Simulating Medium","year":2022,"lang":"en","type":"article","venue":"Advances in Optical Imaging and Photon Migration","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Perturbation (astronomy); Photon; Physics; Computational physics; Perturbation theory (quantum mechanics); Acoustics; Optics; Quantum electrodynamics; Quantum mechanics","authors":[{"name":"Brian W. Pogue","is_ca":true},{"name":"Michael S. Patterson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01052587802223283,"gpt":0.324810576509624,"spread":0.3142846984873912,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004596055,0.0007442697,0.0005263228,0.0006651328,0.0004448116,0.0006538327,0.001017446,0.000862607,0.001999638],"category_scores_gemma":[0.002590489,0.0003731445,0.0004081056,0.0006794973,0.000741579,0.0006041578,0.0006217367,0.0006110438,0.0003112567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009238265,"about_ca_system_score_gemma":0.0007234666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004025637,"about_ca_topic_score_gemma":0.001716173,"domain_scores_codex":[0.9997632,0.00007003641,0.000006224051,0.00001382289,0.0001211558,0.00002556389],"domain_scores_gemma":[0.9985668,0.001034456,0.00009040236,0.00005822432,0.0001986664,0.00005150917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007793722,0.00003106699,0.0003227815,0.00005794184,0.00001428258,0.0002472347,0.0000837632,0.9694008,0.009159319,0.01682446,0.0002514156,0.003529015],"study_design_scores_gemma":[0.00000573576,0.00001088693,0.00006262217,0.000002769636,0.0000029366,0.00002877581,0.00001128229,0.9969075,0.001484234,0.001326643,0.0001520451,0.00000444769],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2552217,0.0003533924,0.7123494,0.0004110709,0.00007760314,0.0002222385,0.0002277579,0.0008045924,0.03033235],"genre_scores_gemma":[0.8841071,0.0004324216,0.1071197,0.0001198364,0.00002365922,0.000222592,0.0001546338,0.0003191301,0.007500972],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004025637,"threshold_uncertainty_score":0.008004427,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4320807896","doi":"10.1364/aoipm.1994.apmpdwi.96","title":"Effect of Finite Volumes on Noninvasive Frequency-Domain Measurements of Tissue Optical Properties","year":2022,"lang":"en","type":"article","venue":"Advances in Optical Imaging and Photon Migration","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Attenuation coefficient; Frequency domain; Diffusion; Materials science; Absorption (acoustics); Finite element method; Biomedical engineering; Optics; Physics; Mathematics; Mathematical analysis; Thermodynamics; Engineering","authors":[{"name":"Michael S. Patterson","is_ca":true},{"name":"Brian W. Pogue","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01194871493113242,"gpt":0.3080383309950924,"spread":0.2960896160639599,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002448054,0.0007204723,0.0005162888,0.0005722836,0.0003585916,0.0007977441,0.000498304,0.0008762246,0.0006370862],"category_scores_gemma":[0.02801291,0.0004531069,0.0002852945,0.0002911002,0.001527272,0.001056794,0.0009603163,0.0007189884,0.0001226569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005145353,"about_ca_system_score_gemma":0.0003791121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001228716,"about_ca_topic_score_gemma":0.001343317,"domain_scores_codex":[0.998623,0.0005715262,0.0000710653,0.0001666268,0.0005080041,0.00005986308],"domain_scores_gemma":[0.9417344,0.05403886,0.001635837,0.001776124,0.0005802014,0.0002345424],"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":[0.002408871,0.0001247197,0.00531583,0.0006491518,0.0001479185,0.0009253334,0.001011452,0.2322499,0.6811613,0.007634142,0.0002840238,0.06808735],"study_design_scores_gemma":[0.00004287708,0.0007997009,0.006530677,0.0001550198,0.0001316575,0.000939852,0.0002038105,0.3433467,0.637625,0.00832907,0.001775424,0.0001202336],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5434592,0.003934412,0.4483941,0.0004301803,0.0002403821,0.00007254206,0.0001881105,0.00115888,0.002122179],"genre_scores_gemma":[0.9508719,0.0008864498,0.04712386,0.00009351714,0.00003238018,0.00007025973,0.00008253788,0.0002021391,0.0006369739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002448054,"threshold_uncertainty_score":0.01294667,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}