{"meta":{"query_hash":"df3d4abb7ddf","filters":{"venue":"AMIA"},"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/df3d4abb7ddf","api":"https://metacan.xera.ac/api/v1/cohort?venue=AMIA"},"results":[{"id":"W2578075969","doi":"","title":"A Qualitative Study Exploring The Vulnerabilities Of Computerized Physician Order Entry Systems in the U.S. and Canada.","year":2014,"lang":"en","type":"article","venue":"AMIA","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Order (exchange); Qualitative research; Computer science; Public relations; Political science; Computer security; Business; Sociology; Social science","score_opus":0.10369758172550576,"score_gpt":0.433375677697204,"score_spread":0.3296780959716982,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2578075969","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9900674,0.000062403196,0.00003576128,0.00740794,0.00043271016,0.0008241727,0.0000041167186,0.000008306251,0.0011571955],"genre_scores_gemma":[0.9979877,0.000008881467,0.000016139233,0.0014059013,0.00018669122,0.0002757804,0.0000016960782,0.0000052215364,0.00011199703],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9933613,0.0056693573,0.0003636138,0.00012994492,0.00028361607,0.00019218137],"domain_scores_gemma":[0.98993856,0.0095301755,0.0001332721,0.0002882325,0.00007682839,0.000032918924],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032839049,0.00007930948,0.00024586308,0.00001659057,0.00023981546,0.000008744387,0.00016401443,0.000024920007,0.0000145100785],"category_scores_gemma":[0.0012797166,0.000039804512,0.000010636893,0.00011800541,0.00009627322,0.00007703689,0.00006051105,0.00039328646,0.0000031099198],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005070034,0.00016623025,0.016059207,0.00047840094,0.000034937024,0.0000015971058,0.96732914,0.000011816623,0.000016334534,0.010831929,0.003736567,0.0012831258],"study_design_scores_gemma":[0.0005005496,0.00009868621,0.036470305,0.0001279141,0.000014157356,1.3378549e-7,0.9361198,0.00022957589,0.0000014945564,0.0002634365,0.026122997,0.000050981234],"about_ca_topic_score_codex":0.73404604,"about_ca_topic_score_gemma":0.42440358,"teacher_disagreement_score":0.30964246,"about_ca_system_score_codex":0.000036804544,"about_ca_system_score_gemma":0.0001778311,"threshold_uncertainty_score":0.58609957},"labels":[],"label_agreement":null},{"id":"W2578131494","doi":"","title":"The Everyday Practice of Health for Mexican Women in New Brunswick: Barriers and Opportunities.","year":2015,"lang":"en","type":"article","venue":"AMIA","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Public relations; Political science; Sociology","score_opus":0.2918027596848445,"score_gpt":0.4790306799430061,"score_spread":0.1872279202581616,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2578131494","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5351741,0.008239556,0.00049287913,0.41362014,0.0029852118,0.005680554,0.00015942006,0.00013791525,0.033510257],"genre_scores_gemma":[0.9781963,0.0014237689,0.0008823712,0.012277072,0.00017157625,0.00008816624,0.000021439406,0.000021383064,0.0069179013],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99800706,0.00060972024,0.0005511147,0.0001295463,0.00016241845,0.0005401423],"domain_scores_gemma":[0.9974412,0.0012800497,0.0003511241,0.00020226194,0.00015745121,0.0005679683],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004297009,0.000077842255,0.00022797825,0.00006617085,0.00067923835,0.000006763936,0.00011624103,0.000093858805,0.000028937397],"category_scores_gemma":[0.002213427,0.00006305898,0.000017933726,0.000111167894,0.00008811261,0.00014308486,0.000063515254,0.00028750437,0.000006351485],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007859994,0.00006429225,0.044183422,0.0006094836,0.00005607262,0.000002409391,0.28454992,0.000020421723,0.0000010606053,0.46668732,0.1728432,0.030196384],"study_design_scores_gemma":[0.0012119899,0.0002601641,0.008947739,0.00008066479,0.000005978209,7.834392e-7,0.14568128,0.0001434947,3.8062782e-7,0.008273411,0.8353253,0.00006882183],"about_ca_topic_score_codex":0.021112202,"about_ca_topic_score_gemma":0.013412673,"teacher_disagreement_score":0.6624821,"about_ca_system_score_codex":0.00032504418,"about_ca_system_score_gemma":0.010012925,"threshold_uncertainty_score":0.9955994},"labels":[],"label_agreement":null},{"id":"W2579104806","doi":"","title":"Implementation of a Population Health Record in Montreal, Canada.","year":2014,"lang":"en","type":"article","venue":"AMIA","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Population; Population health; Business; Medicine; Environmental health","score_opus":0.03065738671768919,"score_gpt":0.43639729244715975,"score_spread":0.40573990572947055,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2579104806","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9934451,0.00007455541,0.00014560574,0.003425536,0.000489612,0.00095128233,0.000010134488,0.00002205665,0.0014361084],"genre_scores_gemma":[0.99749017,0.000032844204,0.00011819925,0.0017215973,0.00013153482,0.00009470377,0.00006318517,0.000014560709,0.00033322058],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9971796,0.0009957388,0.0009400962,0.0001656787,0.00019353919,0.0005252971],"domain_scores_gemma":[0.9988168,0.00029165155,0.00051430264,0.0002129315,0.000057214664,0.00010708926],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013733632,0.00008113374,0.00029262144,0.00009213746,0.00014619593,0.0000011432601,0.00007576233,0.000068671645,0.00013398245],"category_scores_gemma":[0.00007691364,0.000080210004,0.000015064408,0.00020931597,0.000004950625,0.000053175718,0.00001537554,0.0002570897,0.000016024824],"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":[0.0000104251385,0.000007525723,0.90090925,0.00031123986,0.0000028420552,1.7953984e-7,0.0007603394,0.0000048275197,0.000012444725,0.00075958105,0.018309392,0.078911975],"study_design_scores_gemma":[0.00067340594,0.00011345841,0.9747534,0.0001443773,0.0000014962148,2.6351813e-7,0.0013473887,0.00037517515,0.000004019975,0.0003639447,0.022162296,0.00006078686],"about_ca_topic_score_codex":0.99862564,"about_ca_topic_score_gemma":0.9998165,"teacher_disagreement_score":0.078851186,"about_ca_system_score_codex":0.0014796851,"about_ca_system_score_gemma":0.0019302547,"threshold_uncertainty_score":0.38693252},"labels":[],"label_agreement":null},{"id":"W3030055718","doi":"","title":"Crowdfunding Medical Care: An Exploratory Comparison of Canada, the United Kingdom, and the United States.","year":2019,"lang":"en","type":"article","venue":"AMIA","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science; Exploratory research; Kingdom; Public administration; Business; Economic growth; Economics; Sociology","score_opus":0.02498656415377217,"score_gpt":0.24968379475859842,"score_spread":0.22469723060482624,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3030055718","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9942809,0.00013302412,0.00010637577,0.001506096,0.0003810544,0.00028329942,0.0000059590534,0.000057868117,0.0032454543],"genre_scores_gemma":[0.9970859,0.0000063140014,0.000007227747,0.0024849288,0.00014347014,0.00001129619,0.00012232138,0.000029390712,0.000109134104],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99852914,0.000037799527,0.00033989744,0.00023578962,0.00053644105,0.00032091976],"domain_scores_gemma":[0.9988524,0.0002582806,0.00028689057,0.00037278436,0.000204849,0.000024805204],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00056951796,0.00018112866,0.00027631636,0.00019453175,0.0002464037,0.00021947616,0.000525202,0.000071061404,0.00007846686],"category_scores_gemma":[0.00029261815,0.00011322053,0.000035513058,0.0009929374,0.0003419897,0.0005222438,0.0002902065,0.00030280196,0.000018967614],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00044238582,0.0001262196,0.41642427,0.00078618835,0.00016178428,0.000035492507,0.0044538714,0.0018640041,0.00018707477,0.5191053,0.05291967,0.003493701],"study_design_scores_gemma":[0.0040305806,0.00006555388,0.054196667,0.0005135914,0.000121338904,0.0000059706654,0.021279173,0.13136575,0.00042057503,0.0021820331,0.7850248,0.0007939536],"about_ca_topic_score_codex":0.35376468,"about_ca_topic_score_gemma":0.21391189,"teacher_disagreement_score":0.73210514,"about_ca_system_score_codex":0.00007029506,"about_ca_system_score_gemma":0.0001266139,"threshold_uncertainty_score":0.80043215},"labels":[],"label_agreement":null},{"id":"W3159315058","doi":"","title":"Foundations for Meaningful Consent in Canada's Digital Health Ecosystem.","year":2020,"lang":"en","type":"article","venue":"AMIA","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Ecosystem; Informed consent; Digital health; Environmental resource management; Environmental planning; Political science; Environmental science; Medicine; Health care; Ecology; Law; Biology","score_opus":0.5362125918465533,"score_gpt":0.5537424753748221,"score_spread":0.017529883528268786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3159315058","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35878807,0.00019778985,0.0025868774,0.617431,0.00039774433,0.002131523,0.00037800937,0.00006567586,0.018023351],"genre_scores_gemma":[0.9917676,0.000034788573,0.0004344978,0.0071622245,0.000114097886,0.00002570529,0.000049057304,0.000012445389,0.00039961218],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.998844,0.000028399892,0.00033686706,0.00019203089,0.00036953393,0.00022914015],"domain_scores_gemma":[0.9942539,0.0050950744,0.000052420994,0.00015504878,0.00014102476,0.00030258],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0005519918,0.00005435052,0.00020227802,0.000023383467,0.00004495293,0.000021491891,0.00008730004,0.000048662343,0.000048713322],"category_scores_gemma":[0.014515433,0.00005025746,0.000035248075,0.00012855705,0.000028389539,0.000027808368,0.000042851992,0.00046572796,0.00003180231],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010995453,0.0004302067,0.5570433,0.008879978,0.0003217543,0.0003512169,0.0039690137,0.00016777849,0.0002540619,0.17423742,0.21639773,0.036847975],"study_design_scores_gemma":[0.01593084,0.0047383914,0.12765929,0.0034128004,0.000065564265,0.00006491183,0.010357196,0.02851254,0.00050777936,0.03400114,0.7738297,0.00091986905],"about_ca_topic_score_codex":0.29694864,"about_ca_topic_score_gemma":0.97575575,"teacher_disagreement_score":0.6788071,"about_ca_system_score_codex":0.0005869618,"about_ca_system_score_gemma":0.01136603,"threshold_uncertainty_score":0.9942386},"labels":[],"label_agreement":null}]}