{"meta":{"query_hash":"a9c244f2a512","filters":{"venue":"Journal of Surgical Simulation"},"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/a9c244f2a512","api":"https://metacan.xera.ac/api/v1/cohort?venue=Journal+of+Surgical+Simulation"},"results":[{"id":"W3128833088","doi":"10.1102/2051-7726.2020.0011","title":"Assessing round window depiction in a virtual reality environment for cochlear implantation","year":2021,"lang":"en","type":"article","venue":"Journal of Surgical Simulation","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University; University of Calgary; London Health Sciences Centre; University of Toronto","funders":"National Institutes of Health","keywords":"Depiction; Window (computing); Cochlear implantation; Virtual reality; Round window; Human–computer interaction; Computer science; Augmented reality; Mixed reality; Audiology; Medicine; Art; Hearing loss; Cochlea; Visual arts; World Wide Web","score_opus":0.08544567099693366,"score_gpt":0.37404719448072693,"score_spread":0.28860152348379325,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3128833088","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98753536,0.00025336145,0.011284568,0.000022371642,0.000012732374,0.000060290175,0.000120747034,0.00006960453,0.00064101454],"genre_scores_gemma":[0.9903441,0.00017313265,0.009257605,0.000008978873,0.0000057149873,0.000019858437,0.00007812643,0.000010326038,0.00010226367],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99952316,0.00014419717,0.00006673858,0.00007043893,0.00015607869,0.000039398907],"domain_scores_gemma":[0.99812526,0.0006724901,0.00062946364,0.0001941387,0.00025077694,0.0001278966],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010969421,0.000331692,0.00014304815,0.0010973748,0.00011670137,0.00057354226,0.00026264894,0.00021853254,0.0019621637],"category_scores_gemma":[0.004490699,0.00020786407,0.0002869315,0.00027296096,0.00024173631,0.00042601695,0.0008228481,0.0001829799,0.0002876812],"study_design_candidate":"simulation_or_modeling","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":[0.0015874901,0.00015975934,0.6509194,0.00042470978,0.00015571839,0.0020202391,0.0018788642,0.0073736273,0.17396519,0.00033077094,0.00053166394,0.16065255],"study_design_scores_gemma":[0.000045856737,0.0024202396,0.90178406,0.00013560923,0.00023824253,0.016982589,0.0017747071,0.02186957,0.051562328,0.00028836064,0.0027779788,0.00012041807],"about_ca_topic_score_codex":0.0005524305,"about_ca_topic_score_gemma":0.0011205368,"teacher_disagreement_score":0.0019621637,"about_ca_system_score_codex":0.00016064795,"about_ca_system_score_gemma":0.00029371315,"threshold_uncertainty_score":0.0065640807},"labels":[],"label_agreement":null},{"id":"W3213251215","doi":"10.1102/2051-7726.2021.0007","title":"Effects of transcranial direct current stimulation on surgical skills acquisition: a systematic review","year":2021,"lang":"en","type":"review","venue":"Journal of Surgical Simulation","topic":"Transcranial Magnetic Stimulation Studies","field":"Neuroscience","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 Health Centre; McGill University","funders":"","keywords":"Transcranial direct-current stimulation; Physical medicine and rehabilitation; Current (fluid); Neuroscience; Stimulation; Medicine; Psychology; Engineering; Electrical engineering","score_opus":0.04480384026878186,"score_gpt":0.3763453209897073,"score_spread":0.33154148072092543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3213251215","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0015761455,0.9973406,0.00013185186,0.00012448305,0.00006573868,0.00031706083,0.00021812585,0.000007096622,0.00021881673],"genre_scores_gemma":[0.02395088,0.9739666,0.00064896274,0.0003396876,0.00007622255,0.0007366865,0.00016086071,0.000005238496,0.00011482566],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.99475807,0.0016257927,0.0019983733,0.0004431129,0.0010278447,0.00014670784],"domain_scores_gemma":[0.9747683,0.018793691,0.0040589143,0.0003226528,0.0018226017,0.00023385075],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0064922143,0.0012997227,0.008351923,0.0050729034,0.00056693866,0.0021518092,0.0016445341,0.0018110651,0.0045518856],"category_scores_gemma":[0.027326997,0.0008794215,0.0077776914,0.0062073367,0.0008169596,0.0016618369,0.0010616558,0.0009992403,0.0003241953],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040856376,0.000027559596,0.00048663234,0.959074,0.009495498,0.00006987785,0.000091200935,0.000064027154,0.00015168582,0.00009664761,0.0006005696,0.029433673],"study_design_scores_gemma":[0.0010769273,0.00081851654,0.00643861,0.8228507,0.15240154,0.00055974914,0.00028083764,0.00014045525,0.00046302832,0.0002716579,0.014644151,0.00005387032],"about_ca_topic_score_codex":0.005026148,"about_ca_topic_score_gemma":0.0144306775,"teacher_disagreement_score":0.008351923,"about_ca_system_score_codex":0.002165149,"about_ca_system_score_gemma":0.008062056,"threshold_uncertainty_score":0.03433454},"labels":[],"label_agreement":null},{"id":"W4312527090","doi":"10.1102/2051-7726.2022.0016","title":"The impact of feedback on laparoscopic skills for surgical residents during COVID-19","year":2022,"lang":"en","type":"article","venue":"Journal of Surgical Simulation","topic":"Surgical Simulation and Training","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":"Memorial University of Newfoundland","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Psychology; Medical education; Virology; Internal medicine","score_opus":0.04083165468199153,"score_gpt":0.3950397756601255,"score_spread":0.354208120978134,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312527090","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99919647,0.00009218504,0.00014093949,0.000044985405,0.000010304576,0.00004246462,0.00003081311,0.000011203756,0.00043056018],"genre_scores_gemma":[0.99877626,0.00008296451,0.00055457954,0.00003713918,0.00000896433,0.00007081816,0.000040775558,0.0000030436365,0.00042553223],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9984769,0.00069124845,0.00007896303,0.00010103322,0.00040863198,0.00024322768],"domain_scores_gemma":[0.99373686,0.003434809,0.0008640171,0.00016735955,0.00076224084,0.0010346815],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020581048,0.00029949096,0.00029875437,0.0002971134,0.00028807012,0.0003032702,0.0004208728,0.00036965974,0.002849201],"category_scores_gemma":[0.015310279,0.00013042224,0.00020965269,0.00014887367,0.00029575458,0.00022361372,0.00054032926,0.00034835958,0.00020187885],"study_design_candidate":"observational","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":[0.025192637,0.013969916,0.2354778,0.0025200432,0.00017740858,0.00094760454,0.019670948,0.0010444019,0.046584915,0.00007750429,0.002575188,0.65176165],"study_design_scores_gemma":[0.0005429201,0.047346905,0.93133354,0.00036618666,0.000117621814,0.0004857523,0.007186451,0.0009449524,0.009399372,0.0000620045,0.0021561831,0.00005799564],"about_ca_topic_score_codex":0.0021221975,"about_ca_topic_score_gemma":0.003549295,"teacher_disagreement_score":0.002849201,"about_ca_system_score_codex":0.0005098816,"about_ca_system_score_gemma":0.0006508513,"threshold_uncertainty_score":0.010884404},"labels":[],"label_agreement":null},{"id":"W4394966161","doi":"10.1102/2051-7726.2024.0002","title":"The use of augmented reality in laparoscopic surgical training: an overview","year":2024,"lang":"en","type":"article","venue":"Journal of Surgical Simulation","topic":"Surgical Simulation and Training","field":"Medicine","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":"Trent University; Nottingham Trent University","keywords":"Augmented reality; Medicine; General surgery; Computer science; Human–computer interaction","score_opus":0.3164332338735927,"score_gpt":0.4385083950518613,"score_spread":0.12207516117826861,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394966161","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0011019814,0.99492395,0.0009310942,0.0005171601,0.00016214624,0.000020100226,0.000041089716,0.000013821061,0.0022886246],"genre_scores_gemma":[0.0069936365,0.9908466,0.0012498142,0.00023847935,0.0002920634,0.00001988216,0.00005332486,0.000004607299,0.00030163725],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981517,0.00046226435,0.00033823724,0.00022569565,0.00075019815,0.000071825765],"domain_scores_gemma":[0.99601537,0.002744847,0.00036284697,0.00008036278,0.0007306135,0.00006593562],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018012389,0.0007068106,0.0007094841,0.0076364474,0.00031500836,0.0021653592,0.0006542955,0.0011894483,0.0026931316],"category_scores_gemma":[0.0032078472,0.00036265195,0.00089673896,0.00553748,0.00085251906,0.0024861689,0.0011923829,0.00096231524,0.00070885394],"study_design_candidate":"not_applicable","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":[0.00010146091,0.000050489394,0.002019032,0.03567479,0.0001639192,0.0003192949,0.00051181903,0.00029722042,0.0011194263,0.003626573,0.0064592846,0.9496568],"study_design_scores_gemma":[0.00001960473,0.0006223989,0.024765257,0.070895344,0.0008791105,0.012725153,0.0023251374,0.0007634323,0.002240867,0.005419264,0.87921166,0.00013267457],"about_ca_topic_score_codex":0.0013143427,"about_ca_topic_score_gemma":0.0011941281,"teacher_disagreement_score":0.0076364474,"about_ca_system_score_codex":0.00067069207,"about_ca_system_score_gemma":0.0011160711,"threshold_uncertainty_score":0.009525955},"labels":[],"label_agreement":null}]}