{"meta":{"query_hash":"c9110d01cba0","filters":{"venue":"Romanian Neurosurgery"},"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/c9110d01cba0","api":"https://metacan.xera.ac/api/v1/cohort?venue=Romanian+Neurosurgery"},"results":[{"id":"W3092622190","doi":"10.33962/roneuro-2020-58","title":"The 3D printed models technology for the management of intracranial aneurysms","year":2020,"lang":"en","type":"article","venue":"Romanian Neurosurgery","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Unitatea Executiva pentru Finantarea Invatamantului Superior, a Cercetarii, Dezvoltarii si Inovarii; Atlantic Canada Opportunities Agency","keywords":"Medicine; 3d printed; Intervention (counseling); Neurosurgery; Medical physics; Surgery; Biomedical engineering; Nursing","score_opus":0.01458546845522761,"score_gpt":0.20605727762408044,"score_spread":0.1914718091688528,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3092622190","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":[0.46567532,0.0080047,0.43344998,0.071256876,0.0045961374,0.0039435076,0.000075535325,0.005385871,0.0076120724],"genre_scores_gemma":[0.99754965,0.0013329544,0.0005726033,0.00032952582,0.00006021647,0.00008960843,0.0000010349382,0.000031009648,0.00003340524],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99918026,0.000011061581,0.00026323885,0.00015936288,0.0001141034,0.0002719714],"domain_scores_gemma":[0.99939203,0.00021482054,0.000041193336,0.00028544784,0.000018263634,0.000048238715],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000118090706,0.0001172034,0.00016563533,0.00004453101,0.000103385566,0.000010376212,0.00040062334,0.00010562708,0.000006491363],"category_scores_gemma":[0.00005157316,0.00007515805,0.00007629841,0.00031855577,0.00017685155,0.0000295222,0.00009383648,0.00024082254,0.0000058647634],"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":[0.00017372417,0.00007323204,0.000155544,0.00069104217,0.00049137435,0.0003946607,0.00020861995,0.0075470055,0.004278072,0.23212829,0.010220723,0.74363774],"study_design_scores_gemma":[0.0004869087,0.00012434703,0.00036855318,0.00003922974,0.00009076239,0.000058044123,0.00021950011,0.55706245,0.003929428,0.006085177,0.431311,0.00022458173],"about_ca_topic_score_codex":5.178802e-7,"about_ca_topic_score_gemma":8.819039e-7,"teacher_disagreement_score":0.74341315,"about_ca_system_score_codex":0.000008154101,"about_ca_system_score_gemma":0.0000073289802,"threshold_uncertainty_score":0.30648565},"labels":[],"label_agreement":null},{"id":"W4285365671","doi":"10.33962/roneuro-2021-050","title":"Surgical site infections in neurosurgery","year":2021,"lang":"en","type":"article","venue":"Romanian Neurosurgery","topic":"Surgical site infection prevention","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":"Centre Casa","funders":"","keywords":"Medicine; Neurosurgery; Surgical site infection; Surgery; Medical record; Spinal surgery; Retrospective cohort study; General surgery","score_opus":0.01742941790778419,"score_gpt":0.27101870572300985,"score_spread":0.25358928781522566,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285365671","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":[0.9858365,0.00014966947,0.00004456416,0.001324916,0.0012907026,0.00019653545,0.000008342364,0.0002983483,0.010850442],"genre_scores_gemma":[0.9950549,0.00019291921,0.000028111714,0.0010022953,0.00031692578,0.000035459256,0.00006998787,0.00005478161,0.0032446363],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9974305,0.0003729652,0.0006981521,0.00062557607,0.00038658563,0.00048624503],"domain_scores_gemma":[0.9982538,0.0007313862,0.00011449462,0.00047361938,0.00012531623,0.00030135774],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00040054624,0.00024384502,0.00053140806,0.00044272823,0.00010722678,0.000070235335,0.000042195337,0.00018038241,0.0037863336],"category_scores_gemma":[0.00054920255,0.00025944418,0.00045888757,0.001600962,0.000064103006,0.00022802668,0.000086641456,0.00055284036,0.00047113607],"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":[0.00010641365,0.0014660985,0.9574424,0.00006160318,0.000021374453,0.016739327,0.000023059616,0.000039330305,0.017544068,0.00022927535,0.0010674986,0.0052595693],"study_design_scores_gemma":[0.0014043644,0.00011457962,0.75134313,0.0001352511,0.000043408614,0.009496226,0.0000075612043,0.00014490062,0.0033392343,0.000090266774,0.23359951,0.00028154353],"about_ca_topic_score_codex":0.00003739876,"about_ca_topic_score_gemma":0.00004702038,"teacher_disagreement_score":0.23253202,"about_ca_system_score_codex":0.00009883923,"about_ca_system_score_gemma":0.00017273055,"threshold_uncertainty_score":0.99998575},"labels":[],"label_agreement":null},{"id":"W4285365937","doi":"10.33962/roneuro-2021-053","title":"Spinal conditions in geriatric patients in developing countries","year":2021,"lang":"en","type":"article","venue":"Romanian Neurosurgery","topic":"Spine and Intervertebral Disc Pathology","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":"McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Medicine; Neurosurgery; Spinal cord injury; Spinal cord; Intervention (counseling); Surgery; Pediatrics","score_opus":0.019868527459876374,"score_gpt":0.28216307651092604,"score_spread":0.26229454905104965,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285365937","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":[0.99601465,0.0001305778,0.000012055393,0.0018153602,0.00041490048,0.00011612806,0.000011960623,0.000027673865,0.0014566719],"genre_scores_gemma":[0.99386275,0.0001692733,0.00009507391,0.005462501,0.000052578926,0.000018978144,0.000075148135,0.00001676088,0.00024693637],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9988868,0.00006677892,0.00038199182,0.00027048253,0.00012605927,0.00026783635],"domain_scores_gemma":[0.9996448,0.00001676192,0.00005315092,0.00016253912,0.000068075606,0.000054637032],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000765784,0.00011475135,0.00029539867,0.0003178716,0.000029336354,0.000015976582,0.0000404451,0.00007045082,0.00020771232],"category_scores_gemma":[0.00023738421,0.00011950862,0.00007205531,0.000512134,0.000033333297,0.000116458825,0.000045349232,0.00015385929,0.00009160652],"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":[0.00002617996,0.0002085771,0.99122965,0.00008553242,0.0000052085334,0.003011822,0.000054753145,0.0000010078123,0.001279151,0.001012537,0.0029155398,0.00017004773],"study_design_scores_gemma":[0.00082486117,0.00011084484,0.9943944,0.00020235773,0.000008350294,0.00013313173,0.000021741893,0.000016997827,0.0010555207,0.000055191613,0.003064184,0.00011239673],"about_ca_topic_score_codex":0.000032693642,"about_ca_topic_score_gemma":0.000142618,"teacher_disagreement_score":0.0036471412,"about_ca_system_score_codex":0.00007814019,"about_ca_system_score_gemma":0.00020198443,"threshold_uncertainty_score":0.48734203},"labels":[],"label_agreement":null},{"id":"W4319445394","doi":"10.33962/roneuro-2022-017","title":"Utilization of anticoagulant and antiplatelet medications among geriatric patients with neurosurgical diseases","year":2022,"lang":"en","type":"article","venue":"Romanian Neurosurgery","topic":"Acute Ischemic Stroke Management","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":"McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Medicine; Anticoagulant; Anticoagulant drug; Aspirin; Glasgow Coma Scale; Neurosurgery; Trauma center; Medical prescription; Emergency medicine; Geriatric trauma; Retrospective cohort study; Anesthesia; Internal medicine; Surgery; Poison control; Injury Severity Score; Injury prevention","score_opus":0.00981146709903047,"score_gpt":0.2173178463079003,"score_spread":0.20750637920886983,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4319445394","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":[0.99826086,0.00008928868,0.00007529312,0.0002752301,0.00017493225,0.0004869614,0.000099841025,0.00007076858,0.00046681537],"genre_scores_gemma":[0.999116,0.00006075689,0.000056873665,0.00030174147,0.000036282647,0.000038269045,0.0002031874,0.00003430383,0.00015256753],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99840707,0.00008026253,0.0003472779,0.00035146205,0.00060418394,0.000209765],"domain_scores_gemma":[0.9991068,0.000121788726,0.00022392579,0.00033820982,0.00005496887,0.00015427082],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009683423,0.00015268082,0.0003305871,0.00026236917,0.00014876664,0.0000133595,0.000084977575,0.000024510935,0.00014595303],"category_scores_gemma":[0.00008468269,0.00013329012,0.00006140437,0.00050152664,0.00013535186,0.000081359954,0.00019443834,0.0001420367,0.0000013086558],"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":[0.00018293542,0.00044031892,0.992806,0.000082969615,0.00004964132,0.00017660983,0.00003661344,0.000018583862,0.000258477,0.00004288801,0.0049496843,0.0009552628],"study_design_scores_gemma":[0.0011796819,0.00027264134,0.99252605,0.000023473005,0.00023978949,0.000048159913,0.000029919172,0.00067524856,0.00011353938,0.0000019828597,0.0047732983,0.00011623788],"about_ca_topic_score_codex":0.000008853717,"about_ca_topic_score_gemma":3.2899982e-7,"teacher_disagreement_score":0.0009967465,"about_ca_system_score_codex":0.000023808025,"about_ca_system_score_gemma":0.000045055524,"threshold_uncertainty_score":0.5435413},"labels":[],"label_agreement":null}]}