{"meta":{"query_hash":"2be67c829007","filters":{"venue":"Academia Medicine"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"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/2be67c829007","api":"https://metacan.xera.ac/api/v1/cohort?venue=Academia+Medicine"},"results":[{"id":"W4403894138","doi":"10.20935/acadmed7382","title":"Integrating artificial intelligence into healthcare systems: opportunities and challenges","year":2024,"lang":"en","type":"article","venue":"Academia Medicine","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"World Wildlife Fund Canada","funders":"","keywords":"Healthcare system; Health care; Computer science; Artificial intelligence; Political science","score_opus":0.4931420694967985,"score_gpt":0.4738187728732071,"score_spread":0.01932329662359139,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403894138","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009260496,0.1676992,0.10526815,0.6696042,0.0025527335,0.00013979083,0.00010475853,0.00036343763,0.04500726],"genre_scores_gemma":[0.3922653,0.30776665,0.22721139,0.050161958,0.012535559,0.00058719376,0.0002618167,0.00027427834,0.008935885],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.973824,0.016702263,0.0012754106,0.0011341043,0.0059604836,0.0011036359],"domain_scores_gemma":[0.9592415,0.030626211,0.001240454,0.0025614812,0.0042398633,0.0020904783],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03457058,0.0012575621,0.0013668259,0.0028763849,0.0030277024,0.020240072,0.0041207895,0.008282134,0.0032950023],"category_scores_gemma":[0.029566955,0.0011610714,0.0009815056,0.0031976814,0.01323311,0.0320857,0.013613328,0.010689148,0.0015755352],"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":[0.00006291209,0.00018833883,0.0028277445,0.0020575398,0.00014687104,0.0004053886,0.0033310903,0.0057024444,0.0008976989,0.67172486,0.023287581,0.2893675],"study_design_scores_gemma":[0.000022941766,0.00009301815,0.0006506084,0.0027990686,0.00003646564,0.00042574774,0.005505302,0.01225994,0.0004233892,0.76536703,0.2123452,0.00007119106],"about_ca_topic_score_codex":0.0022466274,"about_ca_topic_score_gemma":0.0021435237,"teacher_disagreement_score":0.03457058,"about_ca_system_score_codex":0.0036685334,"about_ca_system_score_gemma":0.009138374,"threshold_uncertainty_score":0.18282884},"labels":[],"label_agreement":null},{"id":"W4406142118","doi":"10.20935/acadmed7485","title":"The epidemiology of invasive Haemophilus influenzae in Northwestern Ontario from 2021 to 2022","year":2025,"lang":"en","type":"article","venue":"Academia Medicine","topic":"Influenza Virus Research Studies","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":true,"ca_institutions":"NOSM University","funders":"","keywords":"Haemophilus influenzae; Epidemiology; Medicine; Environmental health; Virology; Microbiology; Biology; Internal medicine; Antibiotics","score_opus":0.08798254532157301,"score_gpt":0.406736730913093,"score_spread":0.31875418559151997,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406142118","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":[0.9946313,0.0008258944,0.000081006576,0.0002219323,0.000012019752,0.000028121181,0.0010139762,0.0000087982335,0.0031770044],"genre_scores_gemma":[0.996747,0.00068140426,0.00011931181,0.00010626801,0.0000113207225,0.000013915661,0.0009802564,0.0000029938255,0.0013375395],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9994355,0.000031277184,0.00003151528,0.000045385288,0.00023760877,0.00021866449],"domain_scores_gemma":[0.9987054,0.000043213942,0.00036390396,0.000022717508,0.0004511163,0.0004136479],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002691043,0.00021219044,0.00016797229,0.001257271,0.0013820509,0.0008969197,0.00053786,0.0003104462,0.0011175127],"category_scores_gemma":[0.0007787232,0.00020225918,0.00024008621,0.0013026232,0.00045043748,0.00026894888,0.0006437595,0.0002471485,0.00017182088],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004153383,0.00001308837,0.99489224,0.00001841914,0.000008960708,0.00037813862,0.00068410934,0.00005388611,0.0006471676,0.000028325581,0.00050141755,0.0027327954],"study_design_scores_gemma":[6.99807e-7,0.000012917924,0.99818146,0.000014311226,0.0000027899935,0.00018574626,0.00068530685,0.00003765751,0.00004588764,0.0000033872923,0.00082760345,0.0000023085256],"about_ca_topic_score_codex":0.9485843,"about_ca_topic_score_gemma":0.97279763,"teacher_disagreement_score":0.05141568,"about_ca_system_score_codex":0.010740857,"about_ca_system_score_gemma":0.011445801,"threshold_uncertainty_score":0.10343689},"labels":[],"label_agreement":null},{"id":"W4407907161","doi":"10.20935/acadmed7536","title":"Effect of COVID-19 vaccination coverage on transmission and mortality during Omicron dominance","year":2025,"lang":"en","type":"article","venue":"Academia Medicine","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":3,"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; McGill University Health Centre","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Dominance (genetics); Vaccination; Transmission (telecommunications); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Biology; Medicine; Computer science; Infectious disease (medical specialty); Outbreak; Telecommunications; Genetics; Disease; Internal medicine","score_opus":0.02119284554006621,"score_gpt":0.39803492916236416,"score_spread":0.37684208362229793,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407907161","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":[0.9898127,0.0030006678,0.0004397776,0.0009531583,0.00006551814,0.000014809437,0.0043659206,0.000021993555,0.0013255321],"genre_scores_gemma":[0.9986222,0.00021104043,0.00009969054,0.000111459485,0.000018616181,0.000010712316,0.00080785924,0.0000044406715,0.00011401924],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99744153,0.0013271534,0.00015277343,0.00040919904,0.00017881475,0.0004905422],"domain_scores_gemma":[0.9917243,0.0035949533,0.0030561574,0.0003917418,0.0003836407,0.0008491581],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036325958,0.0003379583,0.00042703506,0.00042066764,0.00018679697,0.00068923796,0.0004794832,0.00041059774,0.0028842746],"category_scores_gemma":[0.016899649,0.00015648559,0.0013793594,0.00062989694,0.00034828336,0.000625629,0.0009775865,0.00076795986,0.00020290432],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013473592,0.000057399942,0.98483026,0.00017931557,0.001032261,0.00009441637,0.00011699742,0.0020415895,0.00018290439,0.0001642485,0.0009759647,0.008977257],"study_design_scores_gemma":[0.0000390172,0.0005434442,0.9951048,0.00014653911,0.0003726978,0.00011709006,0.00017783715,0.002358934,0.00013534246,0.00014532429,0.0008504392,0.000008582637],"about_ca_topic_score_codex":0.01358332,"about_ca_topic_score_gemma":0.009545833,"teacher_disagreement_score":0.01358332,"about_ca_system_score_codex":0.00052709744,"about_ca_system_score_gemma":0.0006207724,"threshold_uncertainty_score":0.027008533},"labels":[],"label_agreement":null},{"id":"W4412622712","doi":"10.20935/acadmed7821","title":"Lifelong high-fat, high-sucrose diet causes sex-specific heart dysfunction in mouse offspring","year":2025,"lang":"en","type":"article","venue":"Academia Medicine","topic":"Birth, Development, and Health","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"National Institute of General Medical Sciences; National Institutes of Health; University of Texas at San Antonio","keywords":"Offspring; Diastole; Internal medicine; Medicine; Endocrinology; Cardiac function curve; Ejection fraction; Cardiology; Lactation; Pregnancy; Blood pressure; Biology; Heart failure","score_opus":0.027522848383847488,"score_gpt":0.3077924864208458,"score_spread":0.2802696380369983,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412622712","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":[0.99282503,0.0015132066,0.002675671,0.00019441533,0.00007202724,0.000037577225,0.0014217526,0.00017442841,0.0010859439],"genre_scores_gemma":[0.9836283,0.0020513625,0.002770363,0.00031095181,0.000035017463,0.00024662956,0.001623077,0.00011996586,0.009214318],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99967027,0.000037436323,0.00003420704,0.00010426605,0.000079129975,0.000074687974],"domain_scores_gemma":[0.9997336,0.000018195216,0.00009441566,0.000026449732,0.000023539624,0.00010367405],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024540364,0.0005373079,0.00036971402,0.00072394666,0.00023958451,0.00034101045,0.0002895239,0.00055430207,0.0024145031],"category_scores_gemma":[0.000121345256,0.00035756157,0.00050907064,0.00024523618,0.00039324386,0.00027106827,0.00036376013,0.0014412695,0.00042877867],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041247645,0.00015962476,0.0014875642,0.000053406242,0.000021182319,0.00016463008,0.000058410504,0.000042247935,0.9954079,0.00010502897,0.00012990477,0.0019575495],"study_design_scores_gemma":[0.00014815162,0.0033505247,0.13351865,0.00010081445,0.00021111399,0.00212838,0.00042919157,0.0015299314,0.8519422,0.00046310868,0.0061268937,0.000051019284],"about_ca_topic_score_codex":0.00062253897,"about_ca_topic_score_gemma":0.0012100782,"teacher_disagreement_score":0.0024145031,"about_ca_system_score_codex":0.00020414863,"about_ca_system_score_gemma":0.00023845232,"threshold_uncertainty_score":0.008077264},"labels":[],"label_agreement":null},{"id":"W7085145492","doi":"10.20935/acadmed7855","title":"Comparison of catheter and CT biventricular pressure-volume analysis during pressure overload","year":2025,"lang":"en","type":"article","venue":"Academia Medicine","topic":"Genomics and Phylogenetic Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University; Western University","funders":"","keywords":"Ventricle; Preload; Stroke volume; Catheter; Cardiac function curve; Cardiac output; Inferior vena cava; Ventricular pressure; Aortic pressure; Volume overload","score_opus":0.008611466578611225,"score_gpt":0.2941050760815769,"score_spread":0.28549360950296565,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7085145492","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":[0.99176097,0.00033236574,0.007467657,0.000018391765,0.000007153675,0.0000113691995,0.000069882175,0.000043299762,0.00028885802],"genre_scores_gemma":[0.99698204,0.00012368616,0.0026342245,0.000023396451,0.000010369003,0.000012881316,0.00010010061,0.000012794915,0.00010038434],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9997578,0.000059191498,0.000014913622,0.00006300043,0.00007422019,0.000030890016],"domain_scores_gemma":[0.999403,0.00016977829,0.00017173158,0.000048493886,0.00013179064,0.00007529642],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00054385315,0.00022878287,0.00025526888,0.0004551751,0.00008848516,0.00043263394,0.0002627882,0.0003875463,0.0003966947],"category_scores_gemma":[0.0011206741,0.0001328666,0.00012196309,0.00018760718,0.00032473385,0.00040681407,0.00023298274,0.00025198364,0.00008554988],"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":[0.0024488254,0.00006451413,0.05539424,0.00012466381,0.000053959124,0.00035736576,0.0001638145,0.0010427587,0.91531986,0.0000954477,0.00008658332,0.024847854],"study_design_scores_gemma":[0.00006943391,0.0029364356,0.6599972,0.000035408655,0.0001634096,0.0033880216,0.00020533112,0.024605367,0.30748442,0.00021148183,0.00084913045,0.00005419211],"about_ca_topic_score_codex":0.00037113912,"about_ca_topic_score_gemma":0.00057941425,"teacher_disagreement_score":0.00054385315,"about_ca_system_score_codex":0.00016417622,"about_ca_system_score_gemma":0.00013309205,"threshold_uncertainty_score":0.0028761625},"labels":[],"label_agreement":null}]}