{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"4d756ec35905","filters":{"venue":"Innovative Neurosurgery"}},"results":[{"id":"W2566740995","doi":"10.1515/ins-2014-0011","title":"Part I: The challenge of functional preservation: an integrated systems approach using diffusion-weighted, image-guided, exoscopic-assisted, transulcal radial corridors","year":2015,"lang":"en","type":"article","venue":"Innovative Neurosurgery","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Synaptive (Canada); University of Ottawa","funders":"","keywords":"Diffusion MRI; Pillar; Resection; White matter; Computer science; Neuroscience; Medicine; Psychology; Surgery; Radiology; Magnetic resonance imaging; Engineering","authors":[{"name":"Amin Kassam","is_ca":false},{"name":"Mohamed A. Labib","is_ca":false},{"name":"Mohammed Bafaquh","is_ca":true},{"name":"Diana Ghinda","is_ca":true},{"name":"Joseph Mark","is_ca":false},{"name":"David Houlden","is_ca":true},{"name":"Melanie B. Fukui","is_ca":false},{"name":"Thanh Nguyen","is_ca":true},{"name":"Martin Corsten","is_ca":false},{"name":"Cameron Piron","is_ca":true},{"name":"Richard Rovin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1593432592813281,"gpt":0.3091062766814637,"spread":0.1497630174001356,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000484349,0.0006177147,0.0003370873,0.0004027111,0.000438937,0.001499293,0.000671408,0.0008602893,0.00145396],"category_scores_gemma":[0.0003690791,0.0002075015,0.0004391391,0.0002121611,0.0007594943,0.0008425094,0.0009119644,0.0008209594,0.0004225899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006860174,"about_ca_system_score_gemma":0.0008670226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00107376,"about_ca_topic_score_gemma":0.001912812,"domain_scores_codex":[0.9998003,0.00005217256,0.00001725371,0.0000390277,0.00006521676,0.00002612055],"domain_scores_gemma":[0.9998786,0.00003163102,0.00002162426,0.00002089863,0.00002487195,0.00002235708],"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":[0.0003454659,0.0002899805,0.004172373,0.001413969,0.0001845589,0.006382309,0.0007383685,0.03005008,0.3592555,0.01856339,0.004349726,0.5742543],"study_design_scores_gemma":[0.0002995711,0.005819288,0.01430575,0.000719163,0.0006840191,0.05104185,0.001653213,0.3557083,0.3724121,0.03838655,0.1585231,0.0004471052],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1359103,0.007486593,0.8397391,0.003271662,0.0004500021,0.0004106838,0.00005412102,0.001118362,0.01155916],"genre_scores_gemma":[0.5425286,0.005727216,0.4419722,0.0005990699,0.0002609816,0.000273213,0.00005281006,0.00007704944,0.008508864],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001499293,"threshold_uncertainty_score":0.004977465,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2315856334","doi":"10.1515/ins-2014-0012","title":"Part II: an evaluation of an integrated systems approach using diffusion-weighted, image-guided, exoscopic-assisted, transulcal radial corridors","year":2015,"lang":"en","type":"article","venue":"Innovative Neurosurgery","topic":"Advanced Neuroimaging Techniques and Applications","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Diffusion; Image (mathematics); Computer science; Computer vision; Artificial intelligence; Physics","authors":[{"name":"Amin Kassam","is_ca":false},{"name":"Mohamed A. Labib","is_ca":false},{"name":"Mohammed Bafaquh","is_ca":true},{"name":"Diana Ghinda","is_ca":true},{"name":"Melanie B. Fukui","is_ca":false},{"name":"Thanh Nguyen","is_ca":true},{"name":"Martin Corsten","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.285184818469056,"gpt":0.4061657506496704,"spread":0.1209809321806143,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009734607,0.0009161431,0.0003659324,0.000741112,0.0002315387,0.0004140157,0.0005282993,0.0004185161,0.002549166],"category_scores_gemma":[0.00144836,0.0002189745,0.0004067171,0.0002709538,0.0004511781,0.0005511516,0.0005739885,0.0003607908,0.0004543746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004337332,"about_ca_system_score_gemma":0.0005474887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001313566,"about_ca_topic_score_gemma":0.00161591,"domain_scores_codex":[0.9995617,0.0001405929,0.00003963038,0.0000841537,0.0001267315,0.00004710126],"domain_scores_gemma":[0.9994043,0.0001413928,0.00009262549,0.00009492537,0.000146947,0.0001199368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01177833,0.01921709,0.04228397,0.001259294,0.0008730625,0.001703484,0.001191731,0.01997189,0.2786019,0.0005396483,0.00119781,0.6213818],"study_design_scores_gemma":[0.005178893,0.4182042,0.2656545,0.0002337002,0.001179223,0.01058919,0.000921245,0.06329342,0.220803,0.0005842146,0.01298653,0.0003718494],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987834,0.0002220349,0.01070695,0.00002990986,0.00001816179,0.0003446945,0.00007685483,0.0001422904,0.0006251405],"genre_scores_gemma":[0.9631879,0.0004385037,0.03408189,0.00006810225,0.00003553559,0.0005494522,0.0003189498,0.00004184146,0.001277837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002549166,"threshold_uncertainty_score":0.008527815,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}