{"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":"ab3f1a74b527","filters":{"venue":"ISRN Surgery"}},"results":[{"id":"W2049438382","doi":"10.5402/2012/175903","title":"Skull Base Inverted Papilloma: A Comprehensive Review","year":2012,"lang":"en","type":"review","venue":"ISRN Surgery","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Inverted papilloma; Medicine; Skull; Malignancy; Disease; Surgery; Papilloma; Pathology","authors":[{"name":"Shafik N. Wassef","is_ca":true},{"name":"Pete S. Batra","is_ca":false},{"name":"Samuel Barnett","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2344923787621143,"gpt":0.4012035946408018,"spread":0.1667112158786875,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009198489,0.0007194696,0.00805012,0.0003370359,0.00006373149,0.000008990077,0.0001498211,0.0007605267,0.003030291],"category_scores_gemma":[0.0006099134,0.00049716,0.002327079,0.000823845,0.0001204631,0.00007480464,0.0001259524,0.001015226,0.004552095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000214532,"about_ca_system_score_gemma":0.001196446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002215766,"about_ca_topic_score_gemma":0.000003093407,"domain_scores_codex":[0.9956149,0.0008670575,0.001594635,0.0006144122,0.0004299216,0.0008790888],"domain_scores_gemma":[0.9939395,0.003581641,0.0005600984,0.0009045789,0.0002221046,0.0007921264],"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":[0.00001188585,0.0001977362,0.00005252288,0.1566773,0.0002423766,0.0009253153,0.00000345295,7.711966e-10,2.961888e-7,0.00002318159,0.0868423,0.7550236],"study_design_scores_gemma":[0.00018926,0.000042375,0.00004716446,0.1235012,0.003347589,0.001383573,0.000001530158,2.813366e-7,2.13201e-7,0.000003419932,0.8710693,0.0004140729],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000006399065,0.9936811,0.000002661563,0.0006212966,0.00121341,0.001433792,0.00005340501,0.000168408,0.002819578],"genre_scores_gemma":[0.000003137537,0.988365,0.0000374719,0.008292169,0.001013796,0.0002265741,0.0007579635,0.0001246321,0.001179239],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.784227,"threshold_uncertainty_score":0.999748,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1965352121","doi":"10.5402/2012/948302","title":"Head and Neck Melanoma","year":2012,"lang":"en","type":"article","venue":"ISRN Surgery","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Medicine; Melanoma; Head and neck; Surgery; Cancer research","authors":[{"name":"R. Shashanka","is_ca":false},{"name":"B. Smitha","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02809821543512259,"gpt":0.2710278968230462,"spread":0.2429296813879236,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001708872,0.00007510305,0.0001693035,0.00009739003,0.00003865353,0.00001037782,0.0000121351,0.00003823024,0.0003312372],"category_scores_gemma":[0.00004932511,0.000065,0.00005770669,0.00008049637,0.00002192508,0.00005358624,0.00002463701,0.0000631118,0.0002276649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002262228,"about_ca_system_score_gemma":0.00001266494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003024839,"about_ca_topic_score_gemma":0.00001230405,"domain_scores_codex":[0.999429,0.00001578705,0.0001220528,0.00009985038,0.0001083734,0.000224917],"domain_scores_gemma":[0.9995695,0.00007775008,0.0000267539,0.0001452114,0.00001454168,0.0001662839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001262707,0.0001581847,0.8644128,0.00008638535,0.00007098682,0.0001278628,0.0001617794,9.90057e-8,0.001025591,0.0003989653,0.03650263,0.09692838],"study_design_scores_gemma":[0.0002251821,0.00003901009,0.4661627,0.00003466574,0.00003824735,0.0008204061,0.0000850999,0.00001068653,0.000742715,0.00001896882,0.5317246,0.00009775891],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791594,0.0005648419,0.00004011558,0.0007562004,0.000672842,0.0001076014,9.618076e-7,0.00009013907,0.01860795],"genre_scores_gemma":[0.9924222,0.00009645638,0.0001158469,0.001035392,0.0003463991,0.000007301062,0.000004642543,0.00001298278,0.005958819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4952219,"threshold_uncertainty_score":0.3626815,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2134709717","doi":"10.5402/2011/168959","title":"Subarachnoid-Pleural Fistula: Applied Anatomy of the Thoracic Spinal Nerve Root","year":2011,"lang":"en","type":"article","venue":"ISRN Surgery","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Pleural cavity; Surgery; Subarachnoid space; Intervertebral foramen; Fistula; Pleural effusion; Complication; Nerve root; Parietal Pleura; Radiology; Cerebrospinal fluid; Lumbar; Pathology; Lung","authors":[{"name":"Mohammed F. Shamji","is_ca":true},{"name":"Sudhir Sundaresan","is_ca":true},{"name":"Vasco Da Silva","is_ca":true},{"name":"Jean M. Seely","is_ca":true},{"name":"Farid M. Shamji","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0571318738967732,"gpt":0.328466035923298,"spread":0.2713341620265248,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005683603,0.0001578113,0.0005923256,0.0001047162,0.00006253392,0.00000358737,0.0001319675,0.0001623164,0.0003940748],"category_scores_gemma":[0.0001525195,0.00009901397,0.0003113641,0.0003828853,0.0002191589,0.00003996525,0.00007395133,0.0002886587,0.00007505225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003980929,"about_ca_system_score_gemma":0.0002061741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001058137,"about_ca_topic_score_gemma":0.00005940108,"domain_scores_codex":[0.9985692,0.00009576477,0.0004557813,0.0002391309,0.0002737808,0.0003663577],"domain_scores_gemma":[0.9989508,0.0002246212,0.0001570192,0.0004400552,0.00007995025,0.0001475745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001620002,0.0005721735,0.9360223,0.000265469,0.00007842197,0.000389789,0.0002255128,3.154088e-7,0.00587356,0.002114375,0.00308271,0.04975535],"study_design_scores_gemma":[0.0003938339,0.0001164693,0.9644008,0.00006789841,0.00008723897,0.0001252249,0.00006679727,0.00001250881,0.02532605,0.0002879759,0.008972215,0.000142944],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793999,0.0002010084,0.00001454257,0.0007966961,0.0003781919,0.0002127927,0.000005367584,0.00005554676,0.01893592],"genre_scores_gemma":[0.9987518,0.00000733415,0.00007687494,0.0004561854,0.000175955,0.00001949853,0.00000682162,0.00002147306,0.0004840721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04961241,"threshold_uncertainty_score":0.4314843,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1981484372","doi":"10.1155/2013/685327","title":"Gross Hematuria in Patients with Prostate Cancer: Etiology and Management","year":2013,"lang":"en","type":"article","venue":"ISRN Surgery","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Etiology; Prostatectomy; Prostate cancer; Radiation therapy; Gross hematuria; Surgery; Urology; Prostate; Urinary system; Cancer; Internal medicine","authors":[{"name":"Ofer N. Gofrit","is_ca":false},{"name":"Ran Katz","is_ca":false},{"name":"Amos Shapiro","is_ca":false},{"name":"Vladimir Yutkin","is_ca":false},{"name":"Galina Pizov","is_ca":false},{"name":"Kevin C. Zorn","is_ca":true},{"name":"Mordechai Duvdevani","is_ca":false},{"name":"Ezekiel H. Landau","is_ca":false},{"name":"Dov Pode","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00829701097931189,"gpt":0.2329566336933083,"spread":0.2246596227139964,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000505014,0.0001081481,0.000239424,0.00008838478,0.00002282267,0.00001150551,0.0000178609,0.00003694964,0.0001388323],"category_scores_gemma":[0.000003798236,0.00007472437,0.00002193609,0.0001037533,0.00004406529,0.00007245719,0.00001996722,0.00006187538,0.00002870259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004940871,"about_ca_system_score_gemma":0.00003061412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005828778,"about_ca_topic_score_gemma":0.000110047,"domain_scores_codex":[0.9993032,0.00001872431,0.000141819,0.0001996798,0.0001108942,0.0002257254],"domain_scores_gemma":[0.9996962,0.00003066784,0.00003736348,0.0001270263,0.00003897735,0.00006977931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003818246,0.0001268976,0.9754444,0.0001115935,0.00007221722,0.00002550331,0.0001029365,4.568906e-7,0.000005021636,0.0000112282,0.002864428,0.02085353],"study_design_scores_gemma":[0.001812592,0.00008760492,0.9959273,0.000149395,0.00003281046,0.000003056354,0.00002676077,0.000001674563,0.00005550716,0.00007154343,0.001749391,0.00008231633],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973068,0.000319918,0.00000118108,0.0006050795,0.0001296215,0.0007174523,0.00001066653,0.00002324551,0.0008859939],"genre_scores_gemma":[0.9975757,0.000639338,0.00008243308,0.0005943586,0.00002973695,0.000303511,0.00002726169,0.00001646265,0.0007311737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02077122,"threshold_uncertainty_score":0.3047171,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1981872188","doi":"10.5402/2011/610747","title":"Spontaneous Hepatic Rupture with Intraperitoneal Hemorrhage without Underlying Etiology: A Report of Two Cases","year":2011,"lang":"en","type":"article","venue":"ISRN Surgery","topic":"Abdominal Trauma and Injuries","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Alberta Innovates","keywords":"Etiology; Medicine; Disease; Pregnancy; Pathology; Surgery; Biology","authors":[{"name":"Kristin Klein","is_ca":true},{"name":"A. M. James Shapiro","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07382330879234107,"gpt":0.3129538322666238,"spread":0.2391305234742827,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003312563,0.0001995931,0.0007043376,0.000136674,0.00006032437,0.000006095741,0.00005188308,0.0001014102,0.0002356356],"category_scores_gemma":[0.0002282735,0.0001446585,0.0001382018,0.0001603117,0.0003235046,0.00008316042,0.00001915691,0.0002143523,0.00001161176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000321941,"about_ca_system_score_gemma":0.0002396788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006032928,"about_ca_topic_score_gemma":0.0003035304,"domain_scores_codex":[0.998671,0.00006268586,0.00047219,0.0002744791,0.0002200404,0.0002996039],"domain_scores_gemma":[0.9987894,0.0003499435,0.0002354922,0.0003812572,0.0001217292,0.0001221829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.003695543,0.000358904,0.6978997,0.0004678673,0.0002271738,0.2805137,0.001605944,7.968618e-7,0.007075584,0.0001389607,0.0003218918,0.00769389],"study_design_scores_gemma":[0.001241886,0.001600152,0.1985183,0.0008568251,0.0007668012,0.7682918,0.002564501,0.00007380162,0.02445542,0.0003025869,0.0007094714,0.0006184882],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951599,0.0001738746,0.0001975315,0.0001144835,0.0002041134,0.0002006948,0.000006052378,0.0000793359,0.003864066],"genre_scores_gemma":[0.9951412,0.00002114709,0.003869003,0.0002770005,0.0001066934,0.00001657408,0.00002411985,0.00003476504,0.000509513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4993814,"threshold_uncertainty_score":0.5899002,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2004529718","doi":"10.5402/2011/241385","title":"Colour Doppler and Volume Changes—Anterolateral Thigh Flap: The Sunnybrook Experience","year":2011,"lang":"en","type":"article","venue":"ISRN Surgery","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":2,"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; University of Toronto","funders":"","keywords":"Medicine; Claudication; Ultrasonography; Surgery; Habitus; Arterial disease; Radiology; Vascular disease","authors":[{"name":"Antoine Eskander","is_ca":true},{"name":"Danny Enepekides","is_ca":true},{"name":"Kevin Higgins","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04599149133553402,"gpt":0.2451182667438073,"spread":0.1991267754082733,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000530605,0.0001865743,0.0003913726,0.0001221013,0.0001281013,0.00002635756,0.00008584429,0.0001137146,0.0006290601],"category_scores_gemma":[0.00006877906,0.0001232987,0.0001661307,0.0001356704,0.0003406389,0.0001410608,0.00007251915,0.0002048814,0.00003936444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002341702,"about_ca_system_score_gemma":0.00004928513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001539802,"about_ca_topic_score_gemma":0.00003938842,"domain_scores_codex":[0.9988431,0.00009784851,0.0002442194,0.0003089762,0.0001518926,0.0003539099],"domain_scores_gemma":[0.9991934,0.0001303116,0.00008933862,0.0003892225,0.00008381397,0.0001139621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002830845,0.0001045476,0.9375485,0.00005850064,0.000143879,0.0002226359,0.003439128,7.358987e-9,0.01463074,0.0001364968,0.01397623,0.02945625],"study_design_scores_gemma":[0.0003733795,0.0001602146,0.7686796,0.0002650241,0.0001011166,0.003210997,0.0008634566,0.0000174102,0.129819,0.0003620262,0.09571479,0.0004330706],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959978,0.0005281467,0.0001327469,0.0004165566,0.0004880528,0.0003049294,0.000005656541,0.000150312,0.001975802],"genre_scores_gemma":[0.9958802,0.000464284,0.0003090554,0.001274383,0.0001354436,0.00008825761,0.00000739376,0.00002560205,0.001815352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.168869,"threshold_uncertainty_score":0.6887767,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}