{"meta":{"query_hash":"39e7d009ec20","filters":{"venue":"Medical Imaging 2018: Physics of Medical Imaging"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"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/39e7d009ec20","api":"https://metacan.xera.ac/api/v1/cohort?venue=Medical+Imaging+2018%3A+Physics+of+Medical+Imaging"},"results":[{"id":"W2789866537","doi":"10.1117/12.2293197","title":"Contrast-enhanced x-ray microscopy of bovine articular cartilage","year":2018,"lang":"en","type":"article","venue":"Medical Imaging 2018: Physics of Medical Imaging","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","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 Calgary","funders":"","keywords":"Cartilage; Microscopy; Histology; Osteoarthritis; Staining; Biomedical engineering; Materials science; Pathology; Polarized light microscopy; Anatomy; Chemistry; Medicine; Optics","score_opus":0.00840888131828955,"score_gpt":0.2904966516755996,"score_spread":0.2820877703573101,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2789866537","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":[0.94251215,0.010923148,0.039357707,0.00014964284,0.00006247264,0.00006988062,0.00059991406,0.00034796653,0.005977092],"genre_scores_gemma":[0.9468212,0.003048686,0.0454829,0.00012619796,0.000020016683,0.000051683284,0.00056760793,0.0000913095,0.0037903734],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998124,0.000028646737,0.000017561237,0.00004284003,0.00006165894,0.000036952293],"domain_scores_gemma":[0.9997632,0.00006913759,0.00006149043,0.000029653895,0.000058889676,0.000017600023],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026533348,0.0003432007,0.00015518791,0.0004469005,0.00012013293,0.0002253291,0.00027878294,0.0003937694,0.0009505484],"category_scores_gemma":[0.00021084968,0.00021439472,0.00014683341,0.00025204514,0.0002393028,0.00016297182,0.00019171771,0.00023710795,0.00039027949],"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":[0.000020259215,0.0000030194074,0.00007462134,0.000027324924,0.0000011817258,0.00003482959,0.000009710277,0.00006873064,0.9993024,0.000023064027,0.000007888363,0.0004270082],"study_design_scores_gemma":[0.000012873239,0.0002940197,0.014278257,0.000042509473,0.000025833311,0.0014329848,0.000051234467,0.0034436502,0.97683775,0.000072163624,0.003496804,0.0000117903],"about_ca_topic_score_codex":0.0015871812,"about_ca_topic_score_gemma":0.0016675529,"teacher_disagreement_score":0.0015871812,"about_ca_system_score_codex":0.00027482206,"about_ca_system_score_gemma":0.00011979879,"threshold_uncertainty_score":0.0031799078},"labels":[],"label_agreement":null},{"id":"W2791469162","doi":"10.1117/12.2293429","title":"A novel radiation imaging detector with proportional charge gain","year":2018,"lang":"en","type":"article","venue":"Medical Imaging 2018: Physics of Medical Imaging","topic":"Radiation Detection and Scintillator Technologies","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":"Electric field; Physics; Dielectric; Optics; Optoelectronics; Pixel; X-ray detector; Image sensor; Materials science; Detector","score_opus":0.009537463376256317,"score_gpt":0.26780891694723064,"score_spread":0.2582714535709743,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2791469162","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":[0.31428447,0.009784685,0.63851714,0.0021971003,0.001661783,0.00056834845,0.0009421469,0.008562574,0.023481684],"genre_scores_gemma":[0.48189822,0.0017832338,0.49006963,0.0017216075,0.00030113634,0.00018790262,0.00055319373,0.0002612903,0.023223836],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99946386,0.000059801714,0.000019047975,0.00018246748,0.00023472181,0.00004014223],"domain_scores_gemma":[0.99956864,0.000105853724,0.00007366132,0.000052547122,0.00014241024,0.000056952173],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004208698,0.000589995,0.0006590626,0.0006777702,0.00036815117,0.0010699766,0.0022740501,0.0015033431,0.0023796523],"category_scores_gemma":[0.00068484625,0.00048939016,0.0004345553,0.00081672834,0.00045841577,0.0017236836,0.00086916576,0.00081150973,0.0013257078],"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":[0.00022785793,0.00007617241,0.0009313824,0.00016939569,0.00003564131,0.0003172434,0.000061191065,0.00033112706,0.9544818,0.0026640105,0.0020537279,0.03865048],"study_design_scores_gemma":[0.000060136954,0.0005431416,0.0010446047,0.000013327678,0.000065908964,0.0033051488,0.000025100031,0.011035308,0.959228,0.00041430877,0.024210915,0.000054180193],"about_ca_topic_score_codex":0.0002606413,"about_ca_topic_score_gemma":0.0004189434,"teacher_disagreement_score":0.0023796523,"about_ca_system_score_codex":0.000695149,"about_ca_system_score_gemma":0.00049515255,"threshold_uncertainty_score":0.007960737},"labels":[],"label_agreement":null},{"id":"W2791545517","doi":"10.1117/12.2293566","title":"Design and evaluation of a diffusion MRI fibre phantom using 3D printing","year":2018,"lang":"en","type":"article","venue":"Medical Imaging 2018: Physics of Medical Imaging","topic":"Advanced Neuroimaging Techniques and Applications","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Robarts Clinical Trials","funders":"","keywords":"Imaging phantom; 3D printing; Diffusion; Computer science; Biomedical engineering; Materials science; Engineering; Optics; Physics; Composite material","score_opus":0.09184233710314892,"score_gpt":0.4189484282336127,"score_spread":0.3271060911304638,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2791545517","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":[0.19677171,0.0010995881,0.7945771,0.0003608766,0.00019789253,0.0016913794,0.0007122623,0.0021216976,0.002467513],"genre_scores_gemma":[0.31822336,0.0014303137,0.67389596,0.00014858681,0.00003527066,0.0020340618,0.0007255448,0.00032135396,0.0031854634],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993212,0.00011701824,0.000056042394,0.00012758092,0.0003353585,0.00004281025],"domain_scores_gemma":[0.99813336,0.00075130916,0.00026578733,0.00025882418,0.00044520004,0.00014548036],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022043167,0.00080025056,0.0004328751,0.0007487365,0.00022534154,0.0006720937,0.000859551,0.0012206715,0.0013966458],"category_scores_gemma":[0.0029421567,0.0005313823,0.00041255853,0.00045100055,0.0004644784,0.0006002262,0.0005207818,0.00040465585,0.0007287036],"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":[0.00029781618,0.00019013957,0.0007259028,0.00038011218,0.00002336243,0.00032432168,0.00016454628,0.014991428,0.955187,0.0011764129,0.00035881836,0.02618029],"study_design_scores_gemma":[0.000058713613,0.0013335175,0.0020334006,0.000052926604,0.000059941227,0.00084993214,0.000042534415,0.04524093,0.9390503,0.0004168562,0.0107728625,0.00008823049],"about_ca_topic_score_codex":0.00042270086,"about_ca_topic_score_gemma":0.00033752364,"teacher_disagreement_score":0.0022043167,"about_ca_system_score_codex":0.00039089908,"about_ca_system_score_gemma":0.00059543055,"threshold_uncertainty_score":0.011657655},"labels":[],"label_agreement":null},{"id":"W2792582946","doi":"10.1117/12.2292918","title":"CT investigation of patient-specific phantoms with coronary artery disease","year":2018,"lang":"en","type":"article","venue":"Medical Imaging 2018: Physics of Medical Imaging","topic":"Advanced X-ray and CT Imaging","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Pulsatile flow; Imaging phantom; Medicine; Coronary artery disease; Coronary arteries; Fractional flow reserve; Biomedical engineering; Blood flow; Artery; Radiology; Nuclear medicine; Coronary angiography; Cardiology; Myocardial infarction","score_opus":0.007657586955771982,"score_gpt":0.23153431173716815,"score_spread":0.22387672478139617,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2792582946","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":[0.78546727,0.0011389414,0.20889178,0.0002527834,0.000048431757,0.00046614473,0.00050737686,0.0009930849,0.0022341067],"genre_scores_gemma":[0.90395826,0.0004332412,0.092754304,0.00020440912,0.000016256672,0.00037504005,0.0010142317,0.00019152823,0.0010527314],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9995869,0.00019662139,0.000032473563,0.000056529025,0.00010391975,0.000023592664],"domain_scores_gemma":[0.9984066,0.000893547,0.00019710991,0.00028877892,0.00016043839,0.000053614713],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014733964,0.00055057043,0.00027197457,0.00050792575,0.00013950099,0.0004083636,0.00046786002,0.0005965937,0.0016004812],"category_scores_gemma":[0.0043034744,0.00041648577,0.0003317116,0.00035835514,0.00033684217,0.0002594752,0.00038268825,0.00032028332,0.00030857098],"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":[0.0015188582,0.00077124976,0.023605678,0.00062237086,0.00016706788,0.0014468418,0.00048226104,0.0677573,0.8600756,0.0015674673,0.0010651308,0.040920302],"study_design_scores_gemma":[0.00038473698,0.004867408,0.08561707,0.00017149065,0.00045089095,0.020150522,0.00019036327,0.22517622,0.64606905,0.0012137678,0.0155265555,0.0001820229],"about_ca_topic_score_codex":0.00034992665,"about_ca_topic_score_gemma":0.00034754587,"teacher_disagreement_score":0.0016004812,"about_ca_system_score_codex":0.00037422898,"about_ca_system_score_gemma":0.00024921945,"threshold_uncertainty_score":0.007792175},"labels":[],"label_agreement":null},{"id":"W2793378668","doi":"10.1117/12.2282532","title":"Hyperspectral imaging: comparison of acousto-optic and liquid crystal tunable filters","year":2018,"lang":"en","type":"article","venue":"Medical Imaging 2018: Physics of Medical Imaging","topic":"Optical and Acousto-Optic Technologies","field":"Physics and Astronomy","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Juravinski Cancer Centre; McMaster University","funders":"","keywords":"Liquid crystal tunable filter; Hyperspectral imaging; Image resolution; Spectral resolution; Spectral imaging; Optics; Filter (signal processing); Optical filter; Image quality; Materials science; Leverage (statistics); Computer science; Wideband; Wavelength; Resolution (logic); Artificial intelligence; Computer vision; Spectral line; Optoelectronics; Image (mathematics); Physics","score_opus":0.011301077086457436,"score_gpt":0.2871213490167297,"score_spread":0.27582027193027225,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2793378668","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":[0.8511981,0.0040189875,0.13427079,0.0002985808,0.00013041653,0.00008077785,0.0001940756,0.0007308024,0.009077587],"genre_scores_gemma":[0.89127547,0.0016173262,0.10344382,0.00015534958,0.000062719446,0.000062208586,0.00022378212,0.00011284087,0.003046608],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994168,0.00006353406,0.00002118534,0.00011429293,0.0003279318,0.000056297773],"domain_scores_gemma":[0.9992624,0.00032423125,0.00011958462,0.00005057899,0.0002030534,0.00004008908],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00058930874,0.00032350866,0.00031488133,0.00055659795,0.00020495901,0.00064642256,0.0004960929,0.0006236302,0.0012701893],"category_scores_gemma":[0.0011544714,0.00013046576,0.00026299473,0.000452445,0.00027850957,0.0010277873,0.00036226062,0.0003370251,0.00028813575],"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":[0.00057365646,0.00007461028,0.0013169333,0.00015414208,0.000039813327,0.000059260958,0.00004330566,0.0018293341,0.95565176,0.00058838935,0.00017669729,0.039492257],"study_design_scores_gemma":[0.000018973318,0.0003943569,0.0032305545,0.0000147781275,0.00006044747,0.0003409855,0.000036985664,0.03596395,0.9571859,0.00011246654,0.0026089323,0.000031717016],"about_ca_topic_score_codex":0.0010926281,"about_ca_topic_score_gemma":0.0014027101,"teacher_disagreement_score":0.0012701893,"about_ca_system_score_codex":0.00044802998,"about_ca_system_score_gemma":0.00029254553,"threshold_uncertainty_score":0.0042491555},"labels":[],"label_agreement":null},{"id":"W2794019224","doi":"10.1117/12.2293889","title":"Increased temporal resolution of amorphous selenium detector using preferential charge sensing approach","year":2018,"lang":"en","type":"article","venue":"Medical Imaging 2018: Physics of Medical Imaging","topic":"Advanced Semiconductor Detectors and Materials","field":"Engineering","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":"University of Waterloo","funders":"","keywords":"Detector; Image resolution; Temporal resolution; Detective quantum efficiency; X-ray detector; Optoelectronics; Physics; Optics; Frame rate; Materials science; Sensitivity (control systems); Noise (video); Image sensor; Computer science; Image quality; Electronic engineering; Artificial intelligence","score_opus":0.01882563138279315,"score_gpt":0.26137967787326705,"score_spread":0.2425540464904739,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2794019224","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":[0.9407399,0.001432575,0.054460578,0.00023933449,0.00010043072,0.000040276685,0.00011659804,0.0006323226,0.0022379118],"genre_scores_gemma":[0.9278009,0.000511252,0.06851336,0.00016900494,0.000021043288,0.000025577303,0.00008529581,0.00003507825,0.002838538],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997358,0.000031585776,0.000014747984,0.000108056985,0.00008607253,0.000023755812],"domain_scores_gemma":[0.9995548,0.0001650088,0.00010405308,0.000044174714,0.000102469385,0.000029466186],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035199255,0.0002788837,0.00020618268,0.00030501783,0.0001247215,0.0004097469,0.00045023896,0.0004482889,0.0010139202],"category_scores_gemma":[0.000666823,0.00021137868,0.00014297478,0.00025232934,0.00022549975,0.00045548278,0.00030764187,0.0002993942,0.00016754359],"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":[0.0001438322,0.000016747887,0.00066174305,0.000038809507,0.0000052729024,0.00008425701,0.000040130526,0.00021390978,0.9911528,0.00018596665,0.00008827718,0.0073682736],"study_design_scores_gemma":[0.000011441905,0.00028209726,0.001444163,0.0000049945243,0.000014903332,0.00041711278,0.00003583128,0.0060782605,0.99059767,0.00004288913,0.0010578481,0.000012806839],"about_ca_topic_score_codex":0.0003860813,"about_ca_topic_score_gemma":0.00063249667,"teacher_disagreement_score":0.0010139202,"about_ca_system_score_codex":0.0002817019,"about_ca_system_score_gemma":0.0002575478,"threshold_uncertainty_score":0.0033919215},"labels":[],"label_agreement":null}]}