{"meta":{"query_hash":"ae44143bc849","filters":{"venue":"Biomedical Imaging and Intervention Journal"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"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/ae44143bc849","api":"https://metacan.xera.ac/api/v1/cohort?venue=Biomedical+Imaging+and+Intervention+Journal"},"results":[{"id":"W1520653929","doi":"10.2349/biij.3.1.e2","title":"Initial experience in treating lung cancer with helical tomotherapy","year":2007,"lang":"en","type":"article","venue":"Biomedical Imaging and Intervention Journal","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Tomotherapy; Medicine; Lung cancer; Radiation treatment planning; Radiology; Nuclear medicine; Medical physics; Radiation therapy; Scanner; Computer science; Artificial intelligence; Oncology","score_opus":0.01053448202478719,"score_gpt":0.3800920474630698,"score_spread":0.3695575654382826,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1520653929","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.36798728,0.0005507833,0.6308869,0.00024367511,0.00008186126,0.000043033502,0.000001693666,0.000017745175,0.00018702736],"genre_scores_gemma":[0.9880136,0.00004022179,0.011281019,0.00010343503,0.00047795274,0.000011099824,0.0000022812867,0.000012293578,0.00005807606],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9991882,0.000033117336,0.0002836448,0.00013070671,0.00014826623,0.00021605776],"domain_scores_gemma":[0.99966466,0.000026071757,0.0001053334,0.000046499055,0.000032551452,0.0001249059],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031087,0.0000940029,0.000117091986,0.00013151902,0.00008349117,0.00006170742,0.000071055176,0.000018342858,0.0006209085],"category_scores_gemma":[0.000004398205,0.000069685106,0.00005129764,0.00012311604,0.00014418858,0.0002180684,0.000012316539,0.00024069738,1.4992771e-7],"study_design_candidate":"design_other","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":[0.00007193242,0.00013356419,0.28738356,0.0000063792027,0.000026942282,0.000028823632,0.0008680522,7.7872335e-7,0.0027514906,0.00015297924,0.00015728663,0.7084182],"study_design_scores_gemma":[0.05883512,0.004236819,0.41904506,0.019761493,0.00024051592,0.003055299,0.032054894,0.06534089,0.13987295,0.009212199,0.24313545,0.0052093063],"about_ca_topic_score_codex":0.00012405321,"about_ca_topic_score_gemma":0.000003848063,"teacher_disagreement_score":0.7032089,"about_ca_system_score_codex":0.000050532628,"about_ca_system_score_gemma":0.000017895018,"threshold_uncertainty_score":0.67985123},"labels":[],"label_agreement":null},{"id":"W1995225119","doi":"10.2349/biij.3.1.e16","title":"Tomotherapy as a tool in image-guided radiation therapy (IGRT): theoretical and technological aspects","year":2007,"lang":"en","type":"article","venue":"Biomedical Imaging and Intervention Journal","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":44,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"London Health Sciences Centre","funders":"Government of Ontario; Ontario Institute for Cancer Research","keywords":"Tomotherapy; Multileaf collimator; Image-guided radiation therapy; Linear particle accelerator; Collimated light; Context (archaeology); Collimator; Medical physics; Nuclear medicine; Radiosurgery; Beam (structure); Radiation therapy; Computer science; Medical imaging; Optics; Medicine; Physics; Artificial intelligence; Radiology; Laser","score_opus":0.006673648991162123,"score_gpt":0.3173290208828047,"score_spread":0.31065537189164255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995225119","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45342466,0.0012864788,0.5424013,0.002014695,0.000090423295,0.00013539258,0.000002030196,0.000064907945,0.0005800831],"genre_scores_gemma":[0.98769176,0.00054868445,0.01119954,0.00024278965,0.0002555707,0.0000075617936,0.0000048438255,0.000016437192,0.000032792035],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9987902,0.00009170894,0.00043834926,0.00021090606,0.0001927085,0.00027611587],"domain_scores_gemma":[0.9995487,0.000074399715,0.00013245546,0.000088527355,0.000042382424,0.00011356316],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012305847,0.0001477294,0.00018342363,0.00026316498,0.00010046565,0.00012789827,0.00010629053,0.000062823194,0.0008451831],"category_scores_gemma":[0.000045132936,0.00011308687,0.00009257603,0.00016578288,0.00061421114,0.00024478493,0.000027236967,0.00041184513,0.0000015760785],"study_design_candidate":"design_other","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":[0.000073477706,0.00024138973,0.01675707,0.0000042783795,0.000033522465,0.000036791516,0.00012447296,3.8885087e-8,0.012516262,0.053628977,0.0004155146,0.9161682],"study_design_scores_gemma":[0.012519127,0.001359258,0.05099747,0.00063018326,0.000027540873,0.0016567666,0.0011388778,0.0028634516,0.043550823,0.82460576,0.05968897,0.0009617393],"about_ca_topic_score_codex":0.000013912886,"about_ca_topic_score_gemma":1.7172988e-7,"teacher_disagreement_score":0.9152065,"about_ca_system_score_codex":0.000045902332,"about_ca_system_score_gemma":0.00001768808,"threshold_uncertainty_score":0.92541623},"labels":[],"label_agreement":null},{"id":"W2001222134","doi":"10.2349/biij.6.2.e17","title":"Monoplane 3D reconstruction of mapping ablation catheters: a feasibility study","year":2010,"lang":"en","type":"article","venue":"Biomedical Imaging and Intervention Journal","topic":"Cardiac Arrhythmias and Treatments","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":"Queen's University","funders":"","keywords":"Ablation; Medicine; Radiology; Biomedical engineering; Medical physics; Computer science; Internal medicine","score_opus":0.01852555253672448,"score_gpt":0.3092831710404772,"score_spread":0.2907576185037527,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2001222134","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9958776,0.00014153092,0.0023809,0.00038471006,0.0008886469,0.0001630373,0.000005342082,0.000014854738,0.00014337813],"genre_scores_gemma":[0.99825466,0.00001704583,0.0014048928,0.000015575779,0.00024250157,0.0000027457515,0.000011138763,0.000005534313,0.00004590298],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9991258,0.0000572596,0.00039144917,0.000134447,0.0001905529,0.00010051149],"domain_scores_gemma":[0.99944615,0.000018673574,0.00017730118,0.00010058984,0.00010148285,0.00015582729],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00061867386,0.000076136086,0.00019033445,0.00016927333,0.00007751173,0.000032016353,0.00002214644,0.000035100747,0.00017241843],"category_scores_gemma":[0.000110894776,0.000058142203,0.00014608873,0.000080752434,0.00012083462,0.00012658162,0.000019513775,0.0002627546,0.0000024285637],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010256887,0.00076562713,0.5681156,0.00004382154,0.0001435147,0.000051671177,0.00041971862,7.6519925e-8,0.0076781446,0.000002863775,0.00012842845,0.42254797],"study_design_scores_gemma":[0.0054747304,0.0007467603,0.98016745,0.00043461917,0.00021626597,0.008073051,0.0020571442,0.0012147792,0.00030943108,0.00015447386,0.0010542946,0.00009702806],"about_ca_topic_score_codex":0.000038418173,"about_ca_topic_score_gemma":0.0000029368293,"teacher_disagreement_score":0.42245096,"about_ca_system_score_codex":0.000031223582,"about_ca_system_score_gemma":0.000024112258,"threshold_uncertainty_score":0.23709702},"labels":[],"label_agreement":null},{"id":"W2041133991","doi":"10.2349/biij.4.1.e8","title":"Enhancing reflective practice through online learning: impact on clinical practice","year":2008,"lang":"en","type":"article","venue":"Biomedical Imaging and Intervention Journal","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Radiation Therapist; Reflective practice; Continuing professional development; Medical education; Autonomy; Medicine; Psychology; Health care; Professional development; Process (computing); Pedagogy; Computer science","score_opus":0.07841115935288231,"score_gpt":0.5452058540020367,"score_spread":0.46679469464915435,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041133991","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.59560335,0.004965599,0.09486804,0.1303245,0.01156675,0.0005636111,0.0000075287953,0.0003155313,0.16178511],"genre_scores_gemma":[0.9586979,0.00559308,0.029257132,0.0019247255,0.0033762779,0.000004727768,0.00000939052,0.000022163835,0.0011145719],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9936534,0.0039321496,0.0007906519,0.0003390712,0.00089570973,0.00038897392],"domain_scores_gemma":[0.9944639,0.0031135227,0.0010550644,0.000120252495,0.000848785,0.0003984361],"candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.007533801,0.00016431173,0.00023711081,0.00017586537,0.0014788281,0.0002723783,0.00020558652,0.00012591163,0.00031393042],"category_scores_gemma":[0.054738957,0.00013396052,0.00026270645,0.0004080727,0.00083134824,0.0029850898,0.000056600373,0.0018174755,0.000054802684],"study_design_candidate":"not_applicable","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":[0.0024653198,0.011747153,0.03542461,0.000035553116,0.0010570667,0.000756629,0.097414516,0.00001522651,0.00079719356,0.002902466,0.052072182,0.7953121],"study_design_scores_gemma":[0.0010372405,0.0015220059,0.016204115,0.00026676827,0.00012601785,0.002345506,0.047326934,0.000116022944,0.000041670268,0.0014528284,0.9293359,0.00022501904],"about_ca_topic_score_codex":0.000681345,"about_ca_topic_score_gemma":0.0000132425475,"teacher_disagreement_score":0.87726367,"about_ca_system_score_codex":0.000450762,"about_ca_system_score_gemma":0.00045272688,"threshold_uncertainty_score":0.9998211},"labels":[],"label_agreement":null},{"id":"W2057254768","doi":"10.2349/biij.3.1.e17","title":"Tomotherapy as a tool in image-guided radiation therapy (IGRT): current clinical experience and outcomes","year":2007,"lang":"en","type":"article","venue":"Biomedical Imaging and Intervention Journal","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"London Health Sciences Centre","funders":"Government of Ontario","keywords":"Tomotherapy; Image-guided radiation therapy; Medical physics; Medicine; Radiation therapy; Context (archaeology); Radiation treatment planning; Medical imaging; Modalities; Modality (human–computer interaction); Quality assurance; Radiology; Nuclear medicine; Computer science; Artificial intelligence","score_opus":0.02401613113637293,"score_gpt":0.42728770354077483,"score_spread":0.4032715724044019,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2057254768","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6571546,0.0018643987,0.33984512,0.0005709396,0.0003683663,0.00011084444,0.0000019693916,0.000026733933,0.00005698219],"genre_scores_gemma":[0.98921734,0.001718504,0.008138423,0.00028912246,0.00052109145,0.000012034499,0.000006426644,0.000018990717,0.00007805867],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99853873,0.000110151275,0.00071119756,0.0002124418,0.00019349846,0.00023398726],"domain_scores_gemma":[0.9994293,0.000069753165,0.00022229769,0.00009109521,0.00004803543,0.0001395414],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012636795,0.00014077511,0.00021909703,0.00018514917,0.00009241804,0.00012228051,0.00010123539,0.0000331061,0.00033407417],"category_scores_gemma":[0.000040270148,0.00011005065,0.00014017837,0.000108493354,0.00024107475,0.00037537699,0.000022982109,0.00035363255,0.0000011905861],"study_design_candidate":"observational","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":[0.000028107837,0.00018417598,0.34315154,0.000002612574,0.000017928875,0.0000050068834,0.00028101497,2.0402279e-8,0.00067054876,0.00019275096,0.00033263984,0.65513366],"study_design_scores_gemma":[0.011586081,0.00064868195,0.792349,0.00051832676,0.000017311004,0.00023167227,0.0010114652,0.0015448389,0.003291287,0.014774421,0.17335075,0.0006761751],"about_ca_topic_score_codex":0.000029920779,"about_ca_topic_score_gemma":2.998879e-7,"teacher_disagreement_score":0.6544575,"about_ca_system_score_codex":0.00003398907,"about_ca_system_score_gemma":0.000021826025,"threshold_uncertainty_score":0.44877353},"labels":[],"label_agreement":null},{"id":"W2110800021","doi":"10.2349/biij.2.1.e10","title":"Commissioning and evaluation of a new commercial small rodent x-ray irradiator","year":2006,"lang":"en","type":"article","venue":"Biomedical Imaging and Intervention Journal","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Irradiation; Collimated light; Dose rate; Materials science; Field size; Dosimetry; Radiation; Computer science; Medical physics; Nuclear medicine; Nuclear engineering; Optics; Physics; Medicine; Engineering; Nuclear physics","score_opus":0.0197073310491409,"score_gpt":0.3287046955622132,"score_spread":0.3089973645130723,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2110800021","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4503213,0.002233573,0.54608047,0.00083579234,0.0001727629,0.00008060024,0.000003639053,0.000016187638,0.00025571586],"genre_scores_gemma":[0.9856223,0.000016967133,0.013717686,0.000023604183,0.0004918072,0.00000249436,0.000009957952,0.000008082756,0.00010712715],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9992013,0.00009614171,0.0003039082,0.00009184295,0.00020380806,0.00010302525],"domain_scores_gemma":[0.9995533,0.000018905006,0.00018635395,0.00004994304,0.00007711568,0.000114388815],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006476099,0.0000753622,0.000120556535,0.00009259641,0.000096217314,0.00005570643,0.000054352036,0.000017760114,0.0003395931],"category_scores_gemma":[0.000011351166,0.000062935076,0.000068883586,0.000050817136,0.00009105198,0.0001122253,0.000022640035,0.00014375673,2.0439408e-7],"study_design_candidate":"design_other","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":[0.000014930723,0.00014872795,0.07242021,0.000010079346,0.00003589245,8.4529654e-7,0.00016927406,0.0000068045606,0.0032624782,0.00047921468,0.005716468,0.9177351],"study_design_scores_gemma":[0.016886462,0.0007607756,0.63115305,0.0027994986,0.00055965374,0.00024870725,0.0015113994,0.09652722,0.0067244037,0.07325023,0.16863929,0.0009393046],"about_ca_topic_score_codex":0.0002352191,"about_ca_topic_score_gemma":0.0000012256367,"teacher_disagreement_score":0.9167958,"about_ca_system_score_codex":0.000024690426,"about_ca_system_score_gemma":0.000035200872,"threshold_uncertainty_score":0.37183064},"labels":[],"label_agreement":null},{"id":"W2171005939","doi":"10.2349/biij.6.3.e31","title":"Optimal slice thickness for cone-beam CT with on-board imager","year":2010,"lang":"en","type":"article","venue":"Biomedical Imaging and Intervention Journal","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"London Health Sciences Centre","funders":"Government of Ontario; Ontario Institute for Cancer Research","keywords":"Imaging phantom; Cone beam ct; Nuclear medicine; Contrast (vision); Residual; Materials science; Hounsfield scale; Optics; Offset (computer science); Noise (video); Biomedical engineering; Mathematics; Physics; Computed tomography; Medicine; Computer science; Radiology; Artificial intelligence; Algorithm","score_opus":0.006850601259774522,"score_gpt":0.30035699437424035,"score_spread":0.2935063931144658,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2171005939","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15781626,0.00006199357,0.8397501,0.0015020444,0.00039499468,0.0001174898,0.000016935106,0.00004525353,0.00029491776],"genre_scores_gemma":[0.88929963,0.000008675081,0.10851308,0.00033020636,0.0011883922,0.00003852355,0.000019827283,0.00003622205,0.0005654562],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991987,0.000025219553,0.00023623563,0.00017192008,0.00015885284,0.0002091188],"domain_scores_gemma":[0.9994224,0.00005562736,0.00015114176,0.00010011857,0.000098270015,0.0001724852],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003473611,0.00013071392,0.00015111617,0.000094838084,0.0001804039,0.00014771902,0.00012209709,0.000018380837,0.00054200704],"category_scores_gemma":[0.000013781503,0.000092431095,0.00012987679,0.000056224595,0.0002462276,0.00021979125,0.000018341321,0.00047523706,0.000001761947],"study_design_candidate":"not_applicable","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":[0.00049338286,0.0011108282,0.018290926,0.00007096886,0.00042641355,0.00004546492,0.00034914125,0.000008495508,0.104716815,0.0060693272,0.035640985,0.83277726],"study_design_scores_gemma":[0.013987581,0.0024697836,0.004665874,0.0013254433,0.00020423088,0.0017671958,0.0013763692,0.009874332,0.0707733,0.006890903,0.8853189,0.0013461023],"about_ca_topic_score_codex":0.000012023557,"about_ca_topic_score_gemma":2.0504191e-7,"teacher_disagreement_score":0.8496779,"about_ca_system_score_codex":0.00001165565,"about_ca_system_score_gemma":0.00002478733,"threshold_uncertainty_score":0.5934597},"labels":[],"label_agreement":null}]}