{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"512803aab9b5","filters":{"venue":"Open Access Surgery"}},"results":[{"id":"W2028494504","doi":"10.2147/oas.s47328","title":"Advances in abdominal access for laparoscopic surgery: a review","year":2014,"lang":"en","type":"review","venue":"Open Access Surgery","topic":"Minimally Invasive Surgical Techniques","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Veress needle; Surgery; Laparoscopic surgery; Endoscopic surgery; Cholecystectomy; Laparoscopy; General surgery; Abdominal surgery; Abdominal wall; Laparoscopic cholecystectomy; Endoscopy","authors":[{"name":"Guillaume Martel","is_ca":true},{"name":"Maurice Ogaick","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3090525237745185,"gpt":0.5536282479528138,"spread":0.2445757241782954,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005638762,0.001075769,0.01332658,0.001092266,0.0001077232,0.0008912515,0.003155299,0.000579082,0.001525925],"category_scores_gemma":[0.006401446,0.000826685,0.00229781,0.001871594,0.000171205,0.002628849,0.001984538,0.0007808762,0.00009034372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003174354,"about_ca_system_score_gemma":0.002354973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009925734,"about_ca_topic_score_gemma":0.00007099893,"domain_scores_codex":[0.992851,0.0007938019,0.003223613,0.001514723,0.0006063181,0.00101056],"domain_scores_gemma":[0.9844192,0.01131563,0.002027785,0.001496298,0.0003432337,0.0003978412],"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":[0.00007778336,0.000124612,0.0007420873,0.2410485,0.00006191419,0.0001320327,8.16722e-7,1.133463e-8,3.76442e-8,0.00004921855,0.0863517,0.6714113],"study_design_scores_gemma":[0.0001913919,0.00002562606,0.00003163411,0.3127365,0.0007005851,0.00009334121,5.524335e-7,4.801067e-7,0.000007331145,0.0001303703,0.6855006,0.000581574],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003493278,0.9783423,0.0001082827,0.0004549747,0.0007484196,0.009450021,0.0001103638,0.0001311798,0.01065098],"genre_scores_gemma":[0.00000601308,0.9850182,0.0004006942,0.002137131,0.0005257839,0.01010473,0.0009744948,0.0002207698,0.0006121913],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6708297,"threshold_uncertainty_score":0.9994184,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3093304125","doi":"10.2147/oas.s262825","title":"&lt;p&gt;Pyloromyotomy in Hypertrophic Pyloric Stenosis: A Comparative Study Between Supraumbilical Curved Skin Incision and Standard (Right Upper Quadrant) Skin Incision: Study in a Resource Limited Setting&lt;/p&gt;","year":2020,"lang":"en","type":"article","venue":"Open Access Surgery","topic":"Intestinal Malrotation and Obstruction Disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Ahvaz Jundishapur University of Medical Sciences","keywords":"Medicine; Pyloromyotomy; Hypertrophic Pyloric Stenosis; Surgery; Quadrant (abdomen); Anatomy; Pylorus; Internal medicine; Stomach","authors":[{"name":"Mehran Peyvasteh","is_ca":false},{"name":"Shahnam Askarpour","is_ca":false},{"name":"Mahmoud Khoshkhabar","is_ca":false},{"name":"Hazhir Javaherizadeh","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07608142066255998,"gpt":0.3616060719676416,"spread":0.2855246513050816,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002389783,0.0005842948,0.001978942,0.001006859,0.0002727162,0.0006515,0.0007855978,0.0001934617,0.0005225566],"category_scores_gemma":[0.001972106,0.0005066595,0.0001653809,0.003138672,0.0001625298,0.001178965,0.001165882,0.0008633179,0.00004258141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002564167,"about_ca_system_score_gemma":0.0003776141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000481126,"about_ca_topic_score_gemma":0.00109376,"domain_scores_codex":[0.9932879,0.001675831,0.001838058,0.00134883,0.001221814,0.0006275522],"domain_scores_gemma":[0.9957404,0.00231585,0.0004707328,0.0005818673,0.0004138525,0.0004772886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005094735,0.001692078,0.9687918,0.0000866144,0.0001358426,0.0005122792,0.008255388,0.00005230025,0.0001067312,0.00001413848,0.001790807,0.01346732],"study_design_scores_gemma":[0.008456693,0.001297009,0.971946,0.0003892323,0.0001426372,0.00002257881,0.01187071,0.0009614113,0.0001250893,0.00004609479,0.004185339,0.0005572163],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909818,0.0002837418,0.00004015019,0.002778457,0.0001274446,0.005091205,0.00003232434,0.00009531328,0.0005695277],"genre_scores_gemma":[0.9980322,0.00004046853,0.0002815602,0.0008004513,0.0001461698,0.000487594,0.00009218713,0.00007268848,0.00004669073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0129101,"threshold_uncertainty_score":0.9997385,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1990008291","doi":"10.2147/oas.s14557","title":"The new era of minimally invasive interventions for prostate cancer: robot-assisted laparoscopic radical prostatectomy and focal therapy","year":2011,"lang":"en","type":"article","venue":"Open Access Surgery","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University Health Network","funders":"","keywords":"Cryotherapy; Medicine; Prostate cancer; High-intensity focused ultrasound; Prostatectomy; Ablation; Prostate; Irreversible electroporation; Laparoscopic radical prostatectomy; Ablative case; Urology; Radiology; Cancer; Ultrasound; Radiation therapy; Surgery; Electroporation; Internal medicine","authors":[{"name":"Uri Lindner","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1556867035820688,"gpt":0.4033409626385161,"spread":0.2476542590564473,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000341682,0.0001963642,0.0006015189,0.00006426282,0.0001864699,0.0002568781,0.0003257216,0.00005808975,0.0001595881],"category_scores_gemma":[0.0001403173,0.0001234231,0.0002249898,0.0002118926,0.0002069863,0.0004496434,0.0002491469,0.0001274938,0.000001481855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008085081,"about_ca_system_score_gemma":0.0010673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002183056,"about_ca_topic_score_gemma":0.0009031969,"domain_scores_codex":[0.9985722,0.00006303441,0.0005413298,0.0003505309,0.0001558014,0.0003171082],"domain_scores_gemma":[0.9983926,0.0006159485,0.0003162409,0.0002991827,0.0001717514,0.0002043184],"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":[0.004639926,0.001001224,0.4279635,0.0006210827,0.000836027,0.00003822126,0.0007354065,7.09173e-7,0.0007719368,0.0002173089,0.02316935,0.5400053],"study_design_scores_gemma":[0.007103393,0.001181239,0.8663956,0.003221646,0.0002641753,0.00001746879,0.0001500492,0.000009287641,0.1088855,0.001074691,0.01142753,0.0002693877],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9744728,0.01491425,0.00003965597,0.005245029,0.0003991171,0.004382619,0.0001214853,0.00002959051,0.0003954642],"genre_scores_gemma":[0.9674215,0.0276234,0.0007896675,0.0003524412,0.00007032776,0.002874619,0.00006811482,0.00004065777,0.0007592365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5397359,"threshold_uncertainty_score":0.503305,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}