{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"6e46c40717f5","filters":{"venue":"Journal of Special Operations Medicine"}},"results":[{"id":"W3116527027","doi":"10.55460/7sw9-b9q8","title":"Facing Adversity and Factors Affecting Resilience: A Qualitative Analysis of the Lived Experiences of Canadian Special Operations Forces","year":2020,"lang":"en","type":"article","venue":"Journal of Special Operations Medicine","topic":"Resilience and Mental Health","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Stressor; Thematic analysis; Psychology; Mental health; Psychological resilience; Process (computing); Applied psychology; Resilience (materials science); Qualitative research; Social psychology; Clinical psychology; Sociology; Computer science","authors":[{"name":"Isabelle Richer","is_ca":false},{"name":"Christine Frank","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06509834654264017,"gpt":0.4181975740532573,"spread":0.3530992275106171,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005265064,0.0009495613,0.0007110945,0.002619474,0.02111396,0.004510172,0.002304545,0.001278518,0.002602059],"category_scores_gemma":[0.008289571,0.0005702915,0.0004834765,0.003241398,0.01368139,0.002316372,0.006410633,0.002230997,0.0001844932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03650937,"about_ca_system_score_gemma":0.04287099,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.773419,"about_ca_topic_score_gemma":0.8634229,"domain_scores_codex":[0.9956949,0.001683033,0.0001047019,0.0002656926,0.0006360918,0.00161563],"domain_scores_gemma":[0.9949064,0.002406071,0.0004941339,0.0001474843,0.0008915139,0.001154461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000250807,0.000009800268,0.00273924,0.00006917663,0.000003024215,0.0006304102,0.9928156,0.00003590397,0.0003178931,0.0005116047,0.0004902264,0.002352016],"study_design_scores_gemma":[9.385025e-7,0.000007910083,0.001657041,0.00006195981,0.000002413173,0.00009455431,0.9948732,0.00001728444,0.00005836226,0.00005595078,0.00316172,0.000008637628],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989089,0.0007071857,0.0009495315,0.001765191,0.00006378745,0.0001938336,0.0003504028,0.00001534477,0.006865703],"genre_scores_gemma":[0.9953554,0.000926882,0.0005930975,0.000388123,0.00001346182,0.0001157196,0.0001309916,0.00001768313,0.002458775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.226581,"threshold_uncertainty_score":0.4558308,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405494698","doi":"10.55460/1vtp-4l4k","title":"Traumatic Tension Pneumothorax: A Tale of Two Pathologies","year":2024,"lang":"en","type":"article","venue":"Journal of Special Operations Medicine","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ontario Neurotrauma Foundation; Royal Canadian Navy; Sunnybrook Health Science Centre; Canadian Armed Forces","funders":"","keywords":"Tension pneumothorax; Pneumothorax; Tension (geology); Medicine; Surgery; Materials science; Composite material; Compression (physics)","authors":[{"name":"Patrick Thompson","is_ca":false},{"name":"Jay A. Johannigman","is_ca":false},{"name":"Anthony Hudson","is_ca":false},{"name":"Natacha Reis","is_ca":false},{"name":"Roxolana Horbowyj","is_ca":false},{"name":"Kristin Fagereng","is_ca":false},{"name":"Kevin R. Ward","is_ca":false},{"name":"Marc DePasquale","is_ca":false},{"name":"Runar Salte","is_ca":false},{"name":"Christopher Bjerkvig","is_ca":false},{"name":"Martin Rognhaug","is_ca":false},{"name":"Marius Svanevik","is_ca":false},{"name":"Håkon S. Eliassen","is_ca":false},{"name":"Stefan Hellander","is_ca":false},{"name":"Stefan Enbuske","is_ca":false},{"name":"Pierre Stroberg","is_ca":false},{"name":"Marcus Larsson","is_ca":false},{"name":"Christopher Funk","is_ca":true},{"name":"Dylan Pannell","is_ca":true},{"name":"Jo Schmid","is_ca":true},{"name":"Isabelle Vallée","is_ca":false},{"name":"Iain Vergie","is_ca":true},{"name":"Elon Glasberg","is_ca":false},{"name":"Ofer Almog","is_ca":false},{"name":"G. Valdez","is_ca":false},{"name":"Andrew S. Oh","is_ca":false},{"name":"Charles H. Moore","is_ca":false},{"name":"Brendan Killian","is_ca":false},{"name":"Rachel E Bridwell","is_ca":false},{"name":"Geir Strandenes","is_ca":false},{"name":"M.A. Braverman","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04040718973045714,"gpt":0.3382811322652327,"spread":0.2978739425347755,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001447077,0.001080867,0.0009353195,0.003191984,0.00226674,0.004351167,0.0008740704,0.004917655,0.003987412],"category_scores_gemma":[0.002354996,0.0003562783,0.0008146244,0.001439466,0.005264939,0.006389311,0.004640297,0.006257012,0.001960288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001246621,"about_ca_system_score_gemma":0.002021191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006773188,"about_ca_topic_score_gemma":0.0007271501,"domain_scores_codex":[0.9986668,0.0002896251,0.000215147,0.00022997,0.0004177295,0.0001807555],"domain_scores_gemma":[0.9988077,0.0004131231,0.0002171581,0.00006670557,0.000197423,0.0002978739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.0003974509,0.0003091592,0.02667706,0.004257011,0.0001744669,0.1028002,0.0133373,0.0006284932,0.008978188,0.2284298,0.1409814,0.4730295],"study_design_scores_gemma":[0.00004408844,0.0004212101,0.009364255,0.00343309,0.000117271,0.3441153,0.007238323,0.0003901497,0.001454921,0.07293028,0.5602638,0.000227327],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.04530238,0.594263,0.03947297,0.1698109,0.0459688,0.0004122737,0.0004256723,0.001101713,0.1032423],"genre_scores_gemma":[0.3130729,0.4057007,0.04650638,0.07680966,0.07654149,0.0006752814,0.0007666535,0.0004377994,0.07948899],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004917655,"threshold_uncertainty_score":0.01333916,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4417458162","doi":"10.55460/8oqn-uu7u","title":"\"Ruck-Truck-House-Plane\" Plan Application for the Management of Combat-Related Wound Infections and Prevention of Multidrug-Resistant Organism Spread in Prolonged Field Care Scenarios","year":2025,"lang":"en","type":"article","venue":"Journal of Special Operations Medicine","topic":"Disaster Response and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Montfort Hospital; Canadian Armed Forces","funders":"","keywords":"Wound care; Infection control; Antimicrobial stewardship; Stewardship (theology); Organism; Risk management; Health care","authors":[{"name":"Pierre Pasquier","is_ca":false},{"name":"Philippe Laitselart","is_ca":false},{"name":"Mathieu David","is_ca":false},{"name":"Tristan Alie","is_ca":true},{"name":"Florent Josse","is_ca":false},{"name":"Sean Keenan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02119934359304546,"gpt":0.3668749626820215,"spread":0.345675619088976,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001033841,0.0006106819,0.0002200618,0.0005762829,0.0008208992,0.001112073,0.0009491144,0.0009976884,0.02078648],"category_scores_gemma":[0.003084044,0.0002122169,0.0004741848,0.0002440734,0.0005159793,0.0009486199,0.002003853,0.0008689024,0.003862169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006203656,"about_ca_system_score_gemma":0.001652842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002307897,"about_ca_topic_score_gemma":0.006109375,"domain_scores_codex":[0.9992854,0.0003019624,0.0000324637,0.00006588164,0.0002451023,0.00006911372],"domain_scores_gemma":[0.9993741,0.0001025474,0.0001389607,0.0000829905,0.0001285956,0.0001729519],"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":[0.0004108247,0.001837944,0.01365358,0.0004646563,0.00004432912,0.001139823,0.001768115,0.0159686,0.009901481,0.02023085,0.1260093,0.8085706],"study_design_scores_gemma":[0.0005145614,0.008220284,0.04752997,0.001638503,0.0001605905,0.004772853,0.006623803,0.1792382,0.01339372,0.03342476,0.7041997,0.0002830915],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.138405,0.001386615,0.6033605,0.02198671,0.002043893,0.007090429,0.0008709076,0.01336109,0.2114949],"genre_scores_gemma":[0.5032188,0.002138614,0.4473653,0.002988649,0.0003755886,0.001804236,0.0005275565,0.0005119545,0.04106933],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02078648,"threshold_uncertainty_score":0.06953776,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4417458022","doi":"10.55460/t0zu-oa0g","title":"Prehospital Fibrinogen Levels in Major Trauma Patients Transported by Helicopter Emergency Medical Service: Determining Who Might Benefit","year":2025,"lang":"en","type":"article","venue":"Journal of Special Operations Medicine","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","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":"Air Canada; Alberta Health Services; Alberta Health; University of Alberta","funders":"","keywords":"Major trauma; Fibrinogen; Major bleeding; Emergency medical services; Blood transfusion; Injury Severity Score","authors":[{"name":"S. Pretty","is_ca":true},{"name":"Domhnall O’Dochartaigh","is_ca":true},{"name":"Elfriede Cross","is_ca":true},{"name":"Efrem Violato","is_ca":true},{"name":"A. Gauri","is_ca":true},{"name":"Pete Chen","is_ca":true},{"name":"Xenia Cravetchi","is_ca":true},{"name":"Sandy Widder","is_ca":true},{"name":"Arabesque Parker","is_ca":true},{"name":"Leandro Solis Aguilar","is_ca":true},{"name":"Matthew J. Douma","is_ca":true},{"name":"Eddie L. Chang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01584463975204591,"gpt":0.303262318473056,"spread":0.28741767872101,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003149603,0.0001897748,0.0002261629,0.000622299,0.0003002746,0.0005016943,0.00024026,0.000456332,0.001368547],"category_scores_gemma":[0.002424296,0.0001424693,0.0003148099,0.0007588895,0.0002160182,0.0004475837,0.0002718219,0.0005722489,0.0001926725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003617156,"about_ca_system_score_gemma":0.0004267473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002555256,"about_ca_topic_score_gemma":0.003395614,"domain_scores_codex":[0.9997481,0.00005294471,0.00004568884,0.00004292119,0.00004433237,0.00006606216],"domain_scores_gemma":[0.9987916,0.0001820223,0.0007614847,0.00002041022,0.0001001156,0.0001443051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008745278,0.00001460379,0.9988662,0.00001024426,0.00001356082,0.0001304578,0.00004257022,0.00002271982,0.00006638296,0.000008796415,0.00007433624,0.0006626118],"study_design_scores_gemma":[0.000007751175,0.0001479558,0.9984093,0.00002610568,0.00001920241,0.0005188924,0.0004124859,0.0002185189,0.00007619961,0.00003462398,0.0001252527,0.000003697563],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999129,0.0003318654,0.00004658218,0.0001207607,0.000006408584,0.000007711739,0.0001246012,0.000001165638,0.0002319559],"genre_scores_gemma":[0.9995635,0.0001451861,0.00004403469,0.00002759181,0.00001275199,0.000004289515,0.0001505073,4.993722e-7,0.00005160378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002555256,"threshold_uncertainty_score":0.00508076,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402591979","doi":"10.55460/bkc3-pw0b","title":"Special Operations Medical Association Training, Education &amp; Scientific Assembly 2024: Recognized Research Track Abstracts","year":2024,"lang":"en","type":"article","venue":"Journal of Special Operations Medicine","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Association (psychology); Track (disk drive); Training (meteorology); Fast track; Medical education; Computer science; Medicine; Psychology; Operating system; Surgery; Geography","authors":[{"name":"Alex P Houser","is_ca":false},{"name":"Mario A Soto","is_ca":false},{"name":"Kathryn S Bell","is_ca":false},{"name":"Paul G Goldberg","is_ca":false},{"name":"Kevin Cronin","is_ca":false},{"name":"Rick C Caldwell","is_ca":false},{"name":"Brian K. Schilling","is_ca":false},{"name":"Vikhyat S. Bebarta","is_ca":false},{"name":"Anne C. Ritter","is_ca":false},{"name":"Elan Small","is_ca":false},{"name":"James Eazor","is_ca":false},{"name":"Todd M. Getz","is_ca":false},{"name":"Arian Anderson","is_ca":false},{"name":"Martin Musi","is_ca":false},{"name":"Todd Miner","is_ca":false},{"name":"Sean Keenan","is_ca":false},{"name":"Elaine Reno","is_ca":false},{"name":"Gordon Giesbrect","is_ca":true},{"name":"Charisse Comart","is_ca":false},{"name":"Tessa Vallin","is_ca":false},{"name":"Jay Lemery","is_ca":false},{"name":"Ian F Eisenhauer","is_ca":false},{"name":"Phylicia Irons","is_ca":false},{"name":"Christopher Treager","is_ca":false},{"name":"David W. Spivey","is_ca":false},{"name":"Fernando F. Gonzalez","is_ca":false},{"name":"Sean Stuart","is_ca":false},{"name":"Tyler Lopachin","is_ca":false},{"name":"Lorie Gower","is_ca":false},{"name":"Diana Sheldon","is_ca":false},{"name":"Emily E. Friedrich","is_ca":false},{"name":"Brittany Lassiter","is_ca":false},{"name":"Mark Piehl","is_ca":false},{"name":"Jacob Broome","is_ca":false},{"name":"Thomas Dransfield","is_ca":false},{"name":"Marco Marino","is_ca":false},{"name":"Juan Duchesne","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3182820021148657,"gpt":0.5662074264940488,"spread":0.2479254243791831,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01656646,0.001435319,0.001450766,0.005294893,0.003322205,0.006540606,0.002858778,0.008847773,0.2092824],"category_scores_gemma":[0.02860432,0.0008674829,0.001594386,0.002463647,0.0008203193,0.001949302,0.002865416,0.004297445,0.1459645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004573947,"about_ca_system_score_gemma":0.05147329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0144322,"about_ca_topic_score_gemma":0.03528011,"domain_scores_codex":[0.9902034,0.0008863022,0.0009079118,0.000573157,0.005825309,0.001603995],"domain_scores_gemma":[0.8989215,0.003973051,0.00405971,0.002115293,0.07513288,0.01579754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008329698,0.0001054815,0.0005481055,0.0001476069,0.000008783264,0.00002654191,0.00001047445,0.0000367922,0.0003311254,0.0002420799,0.9826642,0.01579554],"study_design_scores_gemma":[0.00009992402,0.0001641417,0.007975189,0.000336273,0.00002522262,0.00002950818,0.00008906763,0.0002098015,0.0005478364,0.0003935014,0.9901102,0.00001922879],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00656969,0.006800255,0.003467441,0.2103442,0.3562353,0.005656403,0.02233458,0.00162886,0.3869632],"genre_scores_gemma":[0.01050884,0.003586062,0.00288262,0.01481534,0.06121276,0.001557808,0.01691358,0.0004825495,0.8880404],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2092824,"threshold_uncertainty_score":0.7001193,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}