{"meta":{"query_hash":"c10da1413a6a","filters":{"venue":"Medical Imaging 2020: Physics of Medical Imaging"},"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/c10da1413a6a","api":"https://metacan.xera.ac/api/v1/cohort?venue=Medical+Imaging+2020%3A+Physics+of+Medical+Imaging"},"results":[{"id":"W3010755201","doi":"10.1117/12.2544419","title":"A comparison of phase retrieval methods for propagation-based phase contrast X-ray imaging with polychromatic sources","year":2020,"lang":"en","type":"article","venue":"Medical Imaging 2020: Physics of Medical Imaging","topic":"Advanced X-ray Imaging Techniques","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Phase retrieval; Monochromatic color; Phase (matter); Phase-contrast imaging; Optics; X-Ray Phase-Contrast Imaging; Contrast (vision); Inverse problem; Attenuation; Detector; Physics; Computer science; Materials science; Mathematics; Phase contrast microscopy","score_opus":0.023874407457491215,"score_gpt":0.4131638324975271,"score_spread":0.3892894250400359,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3010755201","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":[0.07969806,0.0032120019,0.9109773,0.00019317525,0.00012448968,0.00018651152,0.000105290914,0.0013851249,0.004117996],"genre_scores_gemma":[0.17641596,0.0021853806,0.8183007,0.000082295395,0.000050654326,0.00017017545,0.0002944221,0.00036400056,0.00213641],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99847156,0.00025611033,0.00009347783,0.00016900082,0.00093644555,0.000073467796],"domain_scores_gemma":[0.9964393,0.0017449309,0.00031059905,0.0003063464,0.0011242883,0.00007446859],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019444579,0.0007064985,0.0006467211,0.001962021,0.0003637603,0.0011176884,0.0014749455,0.0011056303,0.0015719188],"category_scores_gemma":[0.006650667,0.0004627103,0.00073701615,0.0014557802,0.00044232258,0.0018766578,0.0007708428,0.00078740437,0.00057769654],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013972418,0.00043760092,0.0043356195,0.0012614701,0.00043208565,0.00018042389,0.00052176596,0.12089133,0.14439924,0.0116547095,0.0019225458,0.71256596],"study_design_scores_gemma":[0.00017879292,0.0007001715,0.005412976,0.00012743266,0.00019132553,0.00070349197,0.0001591657,0.83786666,0.14259408,0.0031613319,0.00866573,0.0002388688],"about_ca_topic_score_codex":0.0019237505,"about_ca_topic_score_gemma":0.0019080298,"teacher_disagreement_score":0.001962021,"about_ca_system_score_codex":0.0007231829,"about_ca_system_score_gemma":0.0008894954,"threshold_uncertainty_score":0.010283351},"labels":[],"label_agreement":null},{"id":"W3011677336","doi":"10.1117/12.2549546","title":"Response of CZT pixels to parallel and oblique x rays","year":2020,"lang":"en","type":"article","venue":"Medical Imaging 2020: Physics of Medical Imaging","topic":"Advanced X-ray and CT Imaging","field":"Engineering","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":"Laurentian University","funders":"","keywords":"Physics; Pixel; Optics; Photon; Detector; Isotropy; Dot pitch; Energy (signal processing)","score_opus":0.008545587801912695,"score_gpt":0.2641904538904379,"score_spread":0.2556448660885252,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3011677336","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":[0.9885196,0.00017246202,0.0068215453,0.00013653398,0.000022752472,0.000022382368,0.00023571977,0.000118109165,0.00395101],"genre_scores_gemma":[0.9937781,0.00015317457,0.0038883402,0.00005928281,0.000003908742,0.000019486295,0.00019490023,0.000038136895,0.0018646705],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997267,0.000026652242,0.000013189413,0.000057987665,0.00010779036,0.00006765861],"domain_scores_gemma":[0.9986952,0.00075366045,0.00021652917,0.00006979346,0.00019898542,0.00006585226],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032903286,0.00030070837,0.00033969973,0.00036037937,0.0002699433,0.0007080579,0.00034608165,0.00066789694,0.003459489],"category_scores_gemma":[0.0041166935,0.00026772852,0.0004664475,0.0005003869,0.00041616627,0.0004204708,0.0004067805,0.0002926278,0.00031740832],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001059481,0.000079385936,0.011350139,0.00018802292,0.000091022055,0.0005480242,0.00016063033,0.77060336,0.20475373,0.0024051573,0.0008343606,0.00792661],"study_design_scores_gemma":[0.0000836914,0.0004346686,0.013388402,0.00002315955,0.000068869,0.00034135277,0.00020799236,0.88955504,0.09383182,0.0009701436,0.0010427634,0.000052045365],"about_ca_topic_score_codex":0.0051384266,"about_ca_topic_score_gemma":0.0015120886,"teacher_disagreement_score":0.0051384266,"about_ca_system_score_codex":0.0010374197,"about_ca_system_score_gemma":0.0005520097,"threshold_uncertainty_score":0.011573136},"labels":[],"label_agreement":null},{"id":"W3012018425","doi":"10.1117/12.2550318","title":"Performance of amorphous selenium based unipolar charge sensing detector for photon-counting X-ray imaging","year":2020,"lang":"en","type":"article","venue":"Medical Imaging 2020: Physics of Medical Imaging","topic":"Advanced X-ray and CT Imaging","field":"Engineering","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":"Optina Diagnostics (Canada); University of Waterloo","funders":"","keywords":"Detector; Photon counting; X-ray detector; Charge sharing; Optoelectronics; Materials science; SIGNAL (programming language); Particle detector; Photon; Electron mobility; Polarity (international relations); Charge (physics); Optics; Physics; Computer science; Chemistry","score_opus":0.006954811567486214,"score_gpt":0.22876440819086577,"score_spread":0.22180959662337957,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3012018425","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":[0.96674037,0.0013465076,0.02682813,0.00028332273,0.00015713814,0.000060732902,0.00034061007,0.00079976337,0.003443414],"genre_scores_gemma":[0.977999,0.00037881118,0.01882072,0.00013745666,0.000024569998,0.000022717833,0.00014136711,0.00002672647,0.00244869],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997428,0.000029316596,0.000014623023,0.00008749923,0.00009910907,0.000026575917],"domain_scores_gemma":[0.9997068,0.00008462984,0.000052468444,0.00002418681,0.00009479223,0.000037229198],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002546284,0.0002885605,0.00028353767,0.0002757998,0.00018977188,0.0005612513,0.0009804178,0.00063075905,0.0017286581],"category_scores_gemma":[0.0004202652,0.00017380263,0.00012631272,0.00028278958,0.00013369917,0.0004598187,0.00021475952,0.00020465633,0.0005191893],"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":[0.00033558797,0.00006354208,0.0018394263,0.000082496146,0.000017579023,0.00017412697,0.000060334063,0.0002783475,0.9814673,0.00043648266,0.00065966364,0.014585203],"study_design_scores_gemma":[0.00002254662,0.0008251424,0.0026755822,0.000009105418,0.000029767272,0.0005640123,0.000037989787,0.014147095,0.979362,0.00006441023,0.002242331,0.000020046284],"about_ca_topic_score_codex":0.00034027587,"about_ca_topic_score_gemma":0.0005571704,"teacher_disagreement_score":0.0017286581,"about_ca_system_score_codex":0.00029024744,"about_ca_system_score_gemma":0.00022891905,"threshold_uncertainty_score":0.0057829022},"labels":[],"label_agreement":null},{"id":"W3012082497","doi":"10.1117/12.2548605","title":"The effects of the spatio-energetic system response of cadmium telluride x-ray detectors on basis-material decomposition for iodine imaging tasks","year":2020,"lang":"en","type":"article","venue":"Medical Imaging 2020: Physics of Medical Imaging","topic":"Advanced X-ray and CT Imaging","field":"Engineering","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":"Toronto Metropolitan University","funders":"","keywords":"Detector; Decomposition; Cadmium zinc telluride; Materials science; Charge sharing; X-ray detector; Image resolution; Optics; Computer science; Physics; Chemistry","score_opus":0.003623539242890376,"score_gpt":0.23429247682261808,"score_spread":0.2306689375797277,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3012082497","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":[0.85765934,0.000391933,0.14031483,0.00009332799,0.000017732553,0.000034835663,0.000041488405,0.0002597629,0.0011868282],"genre_scores_gemma":[0.96616745,0.00022512638,0.032758147,0.000038946993,0.0000024676035,0.000012961356,0.00004858592,0.000062878455,0.00068348984],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997112,0.000103462444,0.0000144900305,0.000036446138,0.00010065021,0.00003356724],"domain_scores_gemma":[0.9988763,0.0007538352,0.00011901277,0.00008523787,0.000120195145,0.000045525056],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008499941,0.00043366457,0.00028879032,0.0002782325,0.00015759487,0.00048772042,0.00030155183,0.00039926887,0.0007960469],"category_scores_gemma":[0.002509128,0.00029991328,0.00033525584,0.00023066414,0.00038833995,0.0005173879,0.00041310638,0.00038726488,0.00014506737],"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":[0.0013887332,0.00009132931,0.0037085207,0.00017933824,0.000077334385,0.00028772364,0.000151175,0.1680274,0.80850595,0.0016000654,0.00013573488,0.015846806],"study_design_scores_gemma":[0.00002417134,0.00035490643,0.004868886,0.00001974119,0.000048198155,0.00026815548,0.00007164027,0.54687655,0.44647533,0.00039435568,0.0005723632,0.000025793768],"about_ca_topic_score_codex":0.00084893015,"about_ca_topic_score_gemma":0.0010029026,"teacher_disagreement_score":0.0008499941,"about_ca_system_score_codex":0.00039967612,"about_ca_system_score_gemma":0.0002843799,"threshold_uncertainty_score":0.004495263},"labels":[],"label_agreement":null}]}