{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"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":"2bf9490f395a","filters":{"venue":"Precision Radiation Oncology"}},"results":[{"id":"W4393040969","doi":"10.1002/pro6.1222","title":"Stereotactic radiotherapy: An educational narrative review","year":2024,"lang":"en","type":"review","venue":"Precision Radiation Oncology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University; McGill University","funders":"","keywords":"Narrative; Narrative review; Stereotactic radiotherapy; Medical physics; Radiation therapy; Medicine; Psychology; Radiosurgery; Radiology; Psychotherapist; Art; Literature","authors":[{"name":"Agha Muhammad Hammad Khan","is_ca":true},{"name":"Benjamin Li","is_ca":false},{"name":"Fatima Shaukat","is_ca":false},{"name":"Yumna Ahmed","is_ca":false},{"name":"Mahmoud Mohamed Alfishawy","is_ca":false},{"name":"Iqbal Alamri","is_ca":false},{"name":"Rashid Bashir","is_ca":false},{"name":"Furhan Altaf","is_ca":false},{"name":"Sercan Yılmaz","is_ca":false},{"name":"Jamsari Khalid","is_ca":false},{"name":"Zahid Al Mandhari","is_ca":false},{"name":"Nadeem Pervez","is_ca":false},{"name":"Salim Chaib Rassou","is_ca":false},{"name":"Layth Mula‐Hussain","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03595630069994154,"gpt":0.4601175725205995,"spread":0.4241612718206579,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007053397,0.0007053088,0.0009311692,0.003642365,0.0003758257,0.001183586,0.0008682978,0.0009499812,0.008768385],"category_scores_gemma":[0.0032551,0.0002621928,0.0008380928,0.003290292,0.0003911089,0.001476099,0.0007954809,0.001048527,0.002001553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007405494,"about_ca_system_score_gemma":0.002682406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001577107,"about_ca_topic_score_gemma":0.003648643,"domain_scores_codex":[0.9996344,0.00007270704,0.00009336481,0.00005242393,0.0001241109,0.00002311031],"domain_scores_gemma":[0.9986879,0.0007852822,0.0002051937,0.00002477008,0.0002522292,0.00004455194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000638612,0.00005372228,0.0003001345,0.1627774,0.0002061527,0.0005184907,0.0002859117,0.0002285069,0.0007013489,0.00381985,0.07560473,0.7554399],"study_design_scores_gemma":[0.00001676288,0.00007004391,0.0009984751,0.08941896,0.0006138944,0.003029879,0.0001833351,0.00005203906,0.0002321604,0.001551486,0.9038108,0.00002214748],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001236528,0.9974074,0.0001183356,0.0004879067,0.0002867804,0.00001812249,0.00006775519,0.000008209155,0.001481861],"genre_scores_gemma":[0.0008525377,0.9978891,0.00020936,0.0003998966,0.0001648011,0.00001565357,0.00007459857,0.00000217817,0.0003918176],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008768385,"threshold_uncertainty_score":0.02933317,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393155308","doi":"10.1002/pro6.1224","title":"Clinical outcomes of multisite moderate to high dose radiotherapy for patients with metastatic melanoma","year":2024,"lang":"en","type":"article","venue":"Precision Radiation Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; BC Cancer Agency","funders":"","keywords":"Medicine; Radiation therapy; Melanoma; Oncology; Metastatic melanoma; Internal medicine; Cancer research","authors":[{"name":"Kelly H. Li","is_ca":true},{"name":"Patrick Cheung","is_ca":true},{"name":"Teresa M. Petrella","is_ca":true},{"name":"Liying Zhang","is_ca":false},{"name":"Ian Poon","is_ca":true},{"name":"Ines B. Menjak","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03283792287676098,"gpt":0.4025364799751848,"spread":0.3696985570984238,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002681421,0.0001190061,0.0001693072,0.0002904083,0.0002402293,0.0003227502,0.0001577941,0.0001601393,0.001078429],"category_scores_gemma":[0.001169446,0.00004463912,0.0002298343,0.0003877105,0.0001762265,0.000194417,0.0002930706,0.0002253053,0.0001329286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004103639,"about_ca_system_score_gemma":0.0002929486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001041748,"about_ca_topic_score_gemma":0.002868213,"domain_scores_codex":[0.9998614,0.00002662859,0.00001845524,0.00002850879,0.00003294734,0.00003211684],"domain_scores_gemma":[0.998833,0.0001222365,0.0007514967,0.00002998256,0.00007779645,0.0001856236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001185286,0.00002113033,0.995169,0.00001466402,0.00002187566,0.0001164166,0.0000311776,0.0001587442,0.0003572599,0.000009903568,0.00008294243,0.003898312],"study_design_scores_gemma":[0.000006261356,0.0001977453,0.9980676,0.00000682844,0.00002183669,0.001036731,0.00006845944,0.0002037714,0.0001575427,0.00002659766,0.0002045789,0.000002196214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990191,0.0003172155,0.0000811924,0.00003675634,0.000002385886,0.000004772943,0.0001207766,0.00000361517,0.000414114],"genre_scores_gemma":[0.9997538,0.00004811632,0.00002797939,0.000009776971,0.000004479204,0.000002333278,0.0001104397,7.645489e-7,0.00004228309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001078429,"threshold_uncertainty_score":0.00360769,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4221136736","doi":"10.1002/pro6.1148","title":"The role of stereotactic body radiation therapy in the management of pulmonary metastases: a systematic review","year":2022,"lang":"en","type":"review","venue":"Precision Radiation Oncology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University; McMaster University; Hamilton General Hospital","funders":"","keywords":"Medicine; Metastasectomy; Meta-analysis; Randomized controlled trial; Adverse effect; Internal medicine; Oncology; MEDLINE; Radiosurgery; Radiation therapy; Radiology; Cancer; Metastasis","authors":[{"name":"Yung Lee","is_ca":true},{"name":"Yasith Samarasinghe","is_ca":true},{"name":"Nadeesha Samarasinghe","is_ca":true},{"name":"Janhavi Patel","is_ca":true},{"name":"Tyler McKechnie","is_ca":true},{"name":"Christian Finley","is_ca":true},{"name":"Waël C. Hanna","is_ca":true},{"name":"Anand Swaminath","is_ca":true},{"name":"John Agzarian","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02428439233371001,"gpt":0.3739024439097284,"spread":0.3496180515760184,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005697832,0.001187464,0.006417653,0.00690321,0.0004243414,0.001990086,0.001299014,0.001431817,0.003289809],"category_scores_gemma":[0.02013383,0.0005768907,0.005485473,0.007660055,0.0006383756,0.001625915,0.0008887237,0.000784219,0.000246138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002372362,"about_ca_system_score_gemma":0.006912907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005451532,"about_ca_topic_score_gemma":0.01649948,"domain_scores_codex":[0.9960523,0.001560032,0.001326558,0.0002617749,0.0006954655,0.0001038939],"domain_scores_gemma":[0.9858143,0.01015353,0.002538124,0.0001467937,0.001202981,0.0001442395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001420645,0.000012231,0.0003820034,0.958459,0.006926387,0.00007027686,0.00008438338,0.00009478029,0.0001273452,0.0001414944,0.0009337852,0.03262627],"study_design_scores_gemma":[0.0002759302,0.0002627676,0.003504287,0.8866588,0.08952399,0.0003739739,0.0001718436,0.0001366621,0.000187411,0.0002810978,0.01859084,0.00003232139],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000426395,0.9990214,0.00006753349,0.0001226857,0.00006115415,0.00008998453,0.00008938854,0.000002867392,0.0001185335],"genre_scores_gemma":[0.006915434,0.992246,0.0002454776,0.0002394538,0.00005955754,0.0001697721,0.00006630889,0.000002155352,0.00005592737],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00690321,"threshold_uncertainty_score":0.03013337,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4317914363","doi":"10.1002/pro6.1185","title":"Clinical outcomes after salvage external beam radiotherapy combined with interstitial brachytherapy for locally advanced, recurrent endometrial cancer","year":2023,"lang":"en","type":"article","venue":"Precision Radiation Oncology","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Alberta Cancer Foundation; University of Calgary","funders":"","keywords":"Medicine; Brachytherapy; External beam radiotherapy; Endometrial cancer; Radiation therapy; Magnetic resonance imaging; Radiology; Salvage therapy; Prostate cancer; Surgery; Urology; Cancer; Chemotherapy; Internal medicine","authors":[{"name":"Asmara Waheed","is_ca":true},{"name":"Robyn Banerjee","is_ca":true},{"name":"Tyler Meyer","is_ca":true},{"name":"Sarah Quirk","is_ca":true},{"name":"Corinne Doll","is_ca":true},{"name":"Philip McGeachy","is_ca":true},{"name":"Tien Phan","is_ca":true},{"name":"Michael Roumeliotis","is_ca":true},{"name":"Kevin Martell","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03901321949569872,"gpt":0.4211347539294005,"spread":0.3821215344337018,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004531654,0.0001948163,0.000523253,0.0004422522,0.0002729742,0.0004614409,0.000214172,0.0002933499,0.000713944],"category_scores_gemma":[0.002375013,0.00008772708,0.000526157,0.0003808663,0.0002828616,0.0001962099,0.0002408816,0.0002906235,0.0002796265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003339324,"about_ca_system_score_gemma":0.0001874874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004561206,"about_ca_topic_score_gemma":0.0008557461,"domain_scores_codex":[0.9996749,0.000114791,0.00004023553,0.00004442829,0.00007376062,0.00005188797],"domain_scores_gemma":[0.9991335,0.0002210489,0.0003779229,0.00004784362,0.00006418648,0.0001555344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004326148,0.0003126257,0.8996447,0.0001468589,0.0003721759,0.01103304,0.000402311,0.001398901,0.006315674,0.00005437265,0.0004878223,0.07550535],"study_design_scores_gemma":[0.0001240589,0.005526499,0.9706787,0.00003283019,0.0002595194,0.01969075,0.0001731409,0.0007955249,0.001449957,0.00008905722,0.001160623,0.00001948509],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971811,0.001602567,0.0002682659,0.00002853371,0.00000796455,0.00001630675,0.0001060801,0.00000840197,0.0007808242],"genre_scores_gemma":[0.9993536,0.0002446345,0.00006963251,0.00001804851,0.00001235473,0.000008444271,0.0001666475,0.000002913318,0.0001237539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000713944,"threshold_uncertainty_score":0.002422869,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4297900355","doi":"10.1002/pro6.1171","title":"Knowledge domain and emerging trends in brachytherapy: A scientometric analysis","year":2022,"lang":"en","type":"article","venue":"Precision Radiation Oncology","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Brachytherapy; Domain (mathematical analysis); Citation; Medical physics; Data science; Computer science; Knowledge management; Medicine; Library science; Radiation therapy; Radiology; Mathematics","authors":[{"name":"Arash Ghazbani","is_ca":false},{"name":"Mohammad Abdolahi","is_ca":false},{"name":"Mohammad Javad Mansourzadeh","is_ca":false},{"name":"Reza BasirianJahromi","is_ca":false},{"name":"Sina Behzadipour","is_ca":false},{"name":"Anali Mohseni Azad","is_ca":false},{"name":"Bardia Talebzadeh","is_ca":false},{"name":"Abdolrasoul Khosravi","is_ca":false},{"name":"Ali Hamidi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01721502294734006,"gpt":0.388565813871327,"spread":0.371350790923987,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.01639106,0.0005845671,0.001023752,0.1305342,0.001407904,0.006873614,0.0007770131,0.0006589351,0.004178231],"category_scores_gemma":[0.08590022,0.0002182,0.001833103,0.1271372,0.0014189,0.004689922,0.003223624,0.0005218255,0.0006073227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002837539,"about_ca_system_score_gemma":0.003945291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005143985,"about_ca_topic_score_gemma":0.003985348,"domain_scores_codex":[0.9847546,0.003866281,0.002378485,0.001168791,0.007283883,0.0005479403],"domain_scores_gemma":[0.9196483,0.04971408,0.01020153,0.003669255,0.01546906,0.001297645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002646518,0.0001521331,0.6952704,0.004299606,0.001503303,0.0006547453,0.008724795,0.005456791,0.001050649,0.0140177,0.007995098,0.2606101],"study_design_scores_gemma":[0.00004610436,0.0002435936,0.8840881,0.001844745,0.001269587,0.0009792604,0.01904527,0.0275015,0.001957575,0.02157608,0.04129908,0.0001491152],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8998168,0.01091075,0.02030173,0.002781752,0.0001472347,0.00119925,0.01902152,0.0003166113,0.04550435],"genre_scores_gemma":[0.9814296,0.003351964,0.008233289,0.00005623773,0.0001307034,0.000423078,0.005396918,0.00003718044,0.0009410403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8694658,"threshold_uncertainty_score":0.0866853,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413406771","doi":"10.1002/pro6.70013","title":"Evaluating intra‐fraction motion and its dosimetric impact in ethos online adaptive radiotherapy for prostate cancer","year":2025,"lang":"en","type":"article","venue":"Precision Radiation Oncology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Horizon Health Network; Saint John Regional Hospital","funders":"Varian Medical Systems","keywords":"Prostate cancer; Radiation therapy; Ethos; Fraction (chemistry); Motion (physics); Medical physics; Medicine; Prostate; Oncology; Cancer; Nuclear medicine; Computer science; Radiology; Internal medicine; Artificial intelligence; Political science; Chemistry","authors":[{"name":"SA Yoganathan","is_ca":true},{"name":"Ahamed Basith","is_ca":true},{"name":"Rajeev Choudary Apsani","is_ca":false},{"name":"Venkada Manickam Gurusamy","is_ca":false},{"name":"Amine Khemissi","is_ca":false},{"name":"Satheesh Paloor","is_ca":false},{"name":"S. Divakar","is_ca":false},{"name":"Sarah McCabe","is_ca":false},{"name":"Rabih Hammoud","is_ca":false},{"name":"Noora Al‐Hammadi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03597581653795932,"gpt":0.4674902208723914,"spread":0.4315144043344321,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005031425,0.0003237311,0.0001509862,0.0002495478,0.0001249329,0.0002571898,0.0003045613,0.0002219385,0.0009232857],"category_scores_gemma":[0.00207127,0.0001677085,0.0002099137,0.0001734513,0.0001983214,0.0002551905,0.0002956151,0.0001913122,0.0001142395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003335477,"about_ca_system_score_gemma":0.0002796225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001220015,"about_ca_topic_score_gemma":0.002038882,"domain_scores_codex":[0.9996917,0.00009154178,0.00001928312,0.00005047421,0.0001270086,0.00001992352],"domain_scores_gemma":[0.9994091,0.0002744863,0.0001889187,0.00005798301,0.00005088781,0.00001867144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003359874,0.0004278858,0.1648526,0.0004547522,0.0003088296,0.000315711,0.0006104753,0.0707195,0.4258447,0.0003759,0.0003855102,0.3323443],"study_design_scores_gemma":[0.0001108709,0.00433562,0.6158288,0.00006392622,0.0004377055,0.002757424,0.0002361071,0.09103451,0.2794792,0.0005320207,0.005067698,0.000116012],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792468,0.001719625,0.01827957,0.00003661662,0.00001151005,0.00001905355,0.00004697966,0.00009413443,0.0005457795],"genre_scores_gemma":[0.9957446,0.0001421168,0.003698697,0.00001245214,0.000008941706,0.000008444388,0.00004890582,0.00003601212,0.0002997268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001220015,"threshold_uncertainty_score":0.003088653,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}