{"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":"abf64d4dce24","filters":{"venue":"LabMed"}},"results":[{"id":"W4412198659","doi":"10.3390/labmed2030012","title":"Direct PCR for Rapid and Safe Pathogen Detection: Laboratory Evaluation Supporting Field Use in Infectious Disease Outbreak","year":2025,"lang":"en","type":"article","venue":"LabMed","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University; Jewish General Hospital","funders":"McGill University Health Centre","keywords":"Outbreak; Infectious disease (medical specialty); Pathogen; Virology; Biology; Microbiology; Disease; Medicine; Pathology","authors":[{"name":"Ivan Brukner","is_ca":true},{"name":"Matthew Oughton","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02867207117722722,"gpt":0.3444966907161489,"spread":0.3158246195389217,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009961429,0.00008338553,0.0002216773,0.000149025,0.00005665825,0.00001699923,0.00002708937,0.00006484007,0.00004364473],"category_scores_gemma":[0.007996515,0.00007721772,0.00004396582,0.0001726692,0.00003154017,0.00008973478,0.00003266831,0.0001196604,0.000001796949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008151054,"about_ca_system_score_gemma":0.0001236747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000112873,"about_ca_topic_score_gemma":0.0007182105,"domain_scores_codex":[0.9989187,0.0002143323,0.0002509512,0.0002279788,0.0001063625,0.0002817335],"domain_scores_gemma":[0.9993284,0.0001883574,0.00004721909,0.0001468392,0.0001465408,0.0001426527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001883214,0.0001069193,0.7803347,0.0002963663,0.00006333235,0.00005044126,0.00005940966,0.00001347162,0.01798798,0.00004007608,0.002480064,0.196684],"study_design_scores_gemma":[0.004543095,0.0006277963,0.9744614,0.0001681138,0.0001040095,0.000007020578,0.00005418637,0.004079656,0.002327571,0.0003782249,0.01314608,0.0001028688],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948779,0.0005053228,0.0008451065,0.001887023,0.0001820074,0.001003715,0.00004607451,0.00003835614,0.0006144564],"genre_scores_gemma":[0.9973161,0.0001314892,0.0001579695,0.001609747,0.00008398589,0.0003789422,0.00004814103,0.000007698414,0.0002659206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1965811,"threshold_uncertainty_score":0.9573154,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4417358446","doi":"10.3390/labmed2040026","title":"Current Antibiotic Susceptibility Test Underestimates Minority Resistance: Implications for High-Risk Infections","year":2025,"lang":"en","type":"article","venue":"LabMed","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University; Jewish General Hospital","funders":"","keywords":"Warrant; Guideline; Antibiotics; Antimicrobial stewardship; Clinical microbiology; Bloodstream infection; Antibiotic resistance","authors":[{"name":"Ivan Brukner","is_ca":true},{"name":"Matthew Oughton","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01745365947105456,"gpt":0.3049104923729428,"spread":0.2874568329018882,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003036553,0.0001346965,0.0001432948,0.00005115358,0.000353254,0.00007333005,0.0001734808,0.0001109858,0.00001100292],"category_scores_gemma":[0.00271579,0.0001411012,0.00008563444,0.0002276841,0.0001084082,0.00000629946,0.00007247984,0.00009307676,0.000006393768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004733563,"about_ca_system_score_gemma":0.0001313359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009138297,"about_ca_topic_score_gemma":0.003235269,"domain_scores_codex":[0.9988846,0.00006708855,0.0003015284,0.0004797305,0.00004326892,0.0002237708],"domain_scores_gemma":[0.9987168,0.0001881048,0.0001135629,0.0006381249,0.0002809105,0.00006254743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003136414,0.0004666865,0.6543068,0.0001849727,0.00003561666,3.101287e-8,0.00001190807,0.000006273528,0.3264328,0.005618491,0.008868949,0.004036149],"study_design_scores_gemma":[0.0005121681,0.00005653354,0.954361,0.00002434225,0.00006821039,3.760823e-7,0.00001559225,0.00002614179,0.02712573,0.006870035,0.01077593,0.0001639885],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986623,0.0003759848,0.009378964,0.001201034,0.0005750146,0.0007294193,0.0004427852,0.00008438326,0.0005894026],"genre_scores_gemma":[0.9964088,0.0001009839,0.001558896,0.00005739042,0.0001351873,0.00008458293,0.0005287563,0.000009613215,0.001115788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3000542,"threshold_uncertainty_score":0.5753941,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403732996","doi":"10.3390/labmed1010004","title":"Comparison of Two Different Integration Methods for Quantifying Monoclonal Proteins on Agarose Gel and Capillary Zone Electrophoresis Instruments","year":2024,"lang":"en","type":"article","venue":"LabMed","topic":"Multiple Myeloma Research and Treatments","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":"Dalhousie University; Vancouver Coastal Health; BC Cancer Agency; Saint John Regional Hospital; Vancouver General Hospital; Horizon Health Network","funders":"","keywords":"Capillary electrophoresis; Agarose; Chromatography; Agarose gel electrophoresis; Chemistry; Monoclonal antibody; Capillary action; Electrophoresis; Biology; Materials science; Biochemistry; DNA; Genetics; Antibody","authors":[{"name":"Brittany Larkin","is_ca":true},{"name":"Laura Mahaney","is_ca":true},{"name":"Samuel O. Abegunde","is_ca":true},{"name":"Jennifer Shea","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1146100330078256,"gpt":0.4725072563578251,"spread":0.3578972233499995,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001852853,0.0001530712,0.0003567883,0.0001727018,0.0000622018,0.00003225161,0.00004354712,0.00005701549,0.00001621662],"category_scores_gemma":[0.0001415885,0.0001047205,0.00007839692,0.0001282537,0.00004556809,0.0000422159,0.00002891283,0.0001675854,0.000003123937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001174646,"about_ca_system_score_gemma":0.0000540173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001269664,"about_ca_topic_score_gemma":0.00007917554,"domain_scores_codex":[0.9989021,0.00009649486,0.0002520289,0.0002685256,0.0002262221,0.0002546216],"domain_scores_gemma":[0.999392,0.0002144492,0.0000475704,0.0001542167,0.00005845451,0.0001332502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001461441,0.0004493156,0.0286552,0.0004666621,0.0003619572,0.00001241411,0.0003474689,7.954973e-7,0.4112456,0.001223051,0.00008593612,0.5556902],"study_design_scores_gemma":[0.003636565,0.001852592,0.07853677,0.0004225702,0.0001456401,0.000009878513,0.00007798378,0.05006483,0.864265,0.0004739761,0.0003960695,0.0001180872],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849326,0.001620816,0.01142766,0.0003790478,0.00008724009,0.001411019,0.00002604989,0.00004146268,0.00007411081],"genre_scores_gemma":[0.9661245,0.0001811428,0.03292249,0.0000234181,0.00005011028,0.0003119025,0.0001345505,0.00002279145,0.0002291381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5555721,"threshold_uncertainty_score":0.4270379,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}