{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":21,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":21,"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":"252315d2a660","filters":{"venue":"Journal of Insurance Medicine"}},"results":[{"id":"W3146921981","doi":"10.17849/insm-49-1-1-5.1","title":"Long COVID - An Early Perspective","year":2021,"lang":"en","type":"article","venue":"Journal of Insurance Medicine","topic":"Long-Term Effects of COVID-19","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Employment and Social Development Canada","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Perspective (graphical); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Natural history; Pandemic; Intensive care medicine; Medicine; Outbreak; Disease; Virology; Infectious disease (medical specialty); Pathology","authors":[{"name":"Timothy J. Meagher","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0176612052861464,"gpt":0.3390636479791202,"spread":0.3214024426929738,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003035838,0.0004605675,0.0006066704,0.001118691,0.001061713,0.003709587,0.000644899,0.003723295,0.005058782],"category_scores_gemma":[0.004947822,0.0002072312,0.0004432829,0.0006793161,0.002857799,0.004858658,0.002085963,0.009613719,0.0009654182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00297049,"about_ca_system_score_gemma":0.003161229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004315799,"about_ca_topic_score_gemma":0.006705423,"domain_scores_codex":[0.9990803,0.0003090223,0.00007344224,0.0001259081,0.0002402988,0.0001709866],"domain_scores_gemma":[0.9964467,0.00161058,0.000300151,0.0001224881,0.0007748231,0.0007453362],"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":[0.000451358,0.0002531072,0.01293526,0.003157754,0.0001374718,0.003254661,0.002664292,0.0003913277,0.0017168,0.3036461,0.1661114,0.5052804],"study_design_scores_gemma":[0.00001899273,0.0003003371,0.008100016,0.006641768,0.00008136954,0.004833819,0.002172891,0.000189179,0.000430236,0.04622799,0.930946,0.00005742062],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.00548723,0.7294543,0.001824583,0.2279072,0.01219872,0.00001534952,0.0002151116,0.00003404891,0.0228635],"genre_scores_gemma":[0.07529234,0.7846696,0.002086093,0.08175154,0.04758194,0.0000381391,0.0002039058,0.00003879879,0.008337596],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.005058782,"threshold_uncertainty_score":0.0215525,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386867859","doi":"10.17849/insm-50-1-54-58.1","title":"Long Covid – Into the Third Year","year":2023,"lang":"en","type":"article","venue":"Journal of Insurance Medicine","topic":"Long-Term Effects of COVID-19","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Disease; Gerontology; Demography; Virology; Outbreak; Sociology; Infectious disease (medical specialty); Pathology","authors":[{"name":"Timothy J. Meagher","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01694566673841882,"gpt":0.3254905313023521,"spread":0.3085448645639333,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00184791,0.0002996912,0.0003858107,0.0006730491,0.001491249,0.003222051,0.0005636433,0.001474585,0.03265099],"category_scores_gemma":[0.005079974,0.0001313273,0.0007167783,0.0006705636,0.0005170566,0.002820949,0.00290947,0.003677677,0.005413792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002163709,"about_ca_system_score_gemma":0.003817179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01012138,"about_ca_topic_score_gemma":0.01801681,"domain_scores_codex":[0.9991161,0.0001078204,0.00007664374,0.00007410142,0.0002664548,0.0003587857],"domain_scores_gemma":[0.9972503,0.0002337062,0.0003819416,0.00009575874,0.0005843912,0.001453878],"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":[0.0004076549,0.0001680863,0.02920681,0.0006736251,0.00006026292,0.001017074,0.001153952,0.00009473485,0.0006706981,0.01503821,0.5392042,0.4123047],"study_design_scores_gemma":[0.00002235015,0.0001582713,0.02264456,0.001345978,0.00002843787,0.001509752,0.0009973622,0.00004997976,0.0001926532,0.002355268,0.9706652,0.00003020362],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.07983261,0.3177784,0.002957062,0.335481,0.07124878,0.0001825803,0.01133314,0.0008727406,0.1803137],"genre_scores_gemma":[0.4092938,0.2092523,0.004998338,0.1999768,0.03525392,0.0003334627,0.01340658,0.0005192571,0.1269654],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03265099,"threshold_uncertainty_score":0.1092284,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402533148","doi":"10.17849/insm-51-2-111-115.1","title":"The Long-term Complications of Covid-19 Infection","year":2024,"lang":"en","type":"review","venue":"Journal of Insurance Medicine","topic":"Long-Term Effects of COVID-19","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Context (archaeology); Medicine; Pandemic; Diabetes mellitus; Intensive care medicine; Term (time); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Relevance (law); Myocardial infarction; Internal medicine; Virology; Disease; Outbreak; History; Political science","authors":[{"name":"Timothy J. Meagher","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05874964888742629,"gpt":0.4237317489569162,"spread":0.3649821000694899,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009854997,0.0005122694,0.00125391,0.001254532,0.0002488714,0.0009345346,0.0005749267,0.0009205253,0.003167536],"category_scores_gemma":[0.002518133,0.0001385292,0.000833407,0.001486068,0.0003140781,0.0007417331,0.0005555321,0.001219713,0.0006198779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004634886,"about_ca_system_score_gemma":0.001246454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001687005,"about_ca_topic_score_gemma":0.002949993,"domain_scores_codex":[0.9996185,0.0001099835,0.00007770408,0.00004377909,0.0001161126,0.0000339352],"domain_scores_gemma":[0.998828,0.0006635811,0.0002591808,0.00001904305,0.0001750954,0.00005502973],"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":[0.0001718374,0.00003747493,0.001055707,0.05364753,0.0005475647,0.000136589,0.00007935606,0.000176741,0.0004349276,0.002169225,0.02921699,0.912326],"study_design_scores_gemma":[0.00005291055,0.0002464779,0.009811472,0.07763903,0.001523115,0.00308552,0.0002948818,0.0001210285,0.0004215463,0.002543095,0.9042132,0.00004762065],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006860044,0.9993908,0.00001371812,0.0002010196,0.00009598442,0.000001455642,0.00001171932,0.000001099381,0.0002154698],"genre_scores_gemma":[0.0008404628,0.998621,0.0000394564,0.0001921678,0.0001781905,0.00000324314,0.0000193986,4.629156e-7,0.0001057226],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003167536,"threshold_uncertainty_score":0.01059645,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412654029","doi":"10.17849/insm-52-2-1-5.2","title":"Long Covid in Year 5: Some Progress, Still Many Questions","year":2025,"lang":"en","type":"review","venue":"Journal of Insurance Medicine","topic":"Long-Term Effects of COVID-19","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Disease; Medicine; Intensive care medicine; Encephalomyelitis; Pandemic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Infectious disease (medical specialty); Multiple sclerosis; Immunology; Virology; Pathology; Outbreak","authors":[{"name":"Timothy J. Meagher","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02361562869248043,"gpt":0.3824153078396951,"spread":0.3587996791472147,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002513255,0.0006931704,0.001800539,0.001791619,0.0004892987,0.002198667,0.001193528,0.002426414,0.008041837],"category_scores_gemma":[0.003974684,0.0003216045,0.001011366,0.001536795,0.0008972654,0.003933869,0.0009499717,0.003842142,0.002488561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001125703,"about_ca_system_score_gemma":0.00250812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002415624,"about_ca_topic_score_gemma":0.004320865,"domain_scores_codex":[0.9994507,0.0001438545,0.0001033105,0.00008089645,0.0001564354,0.00006471025],"domain_scores_gemma":[0.9971662,0.001590818,0.0003251075,0.00006452152,0.0006022261,0.0002511745],"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":[0.0001464675,0.0000521758,0.0003039564,0.02057663,0.0001232568,0.0001428501,0.0001463999,0.0001871433,0.0002526055,0.008397643,0.1014923,0.8681786],"study_design_scores_gemma":[0.00001934275,0.00007910569,0.0006710301,0.0134117,0.0001215091,0.0007283292,0.0001885122,0.00004782894,0.00007018542,0.003158509,0.9814801,0.00002390293],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003485879,0.9971383,0.00002959774,0.00196178,0.0004988451,0.000001407189,0.00001294189,0.000004243775,0.0003180048],"genre_scores_gemma":[0.000495461,0.9967999,0.00008630277,0.001414459,0.0008132164,0.000003962287,0.00002751603,0.000002689583,0.0003564414],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008041837,"threshold_uncertainty_score":0.02690262,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3142749866","doi":"10.17849/insm-49-01-04","title":"Navigating a Pandemic: The Unique Role of the Medical Director","year":2021,"lang":"en","type":"article","venue":"Journal of Insurance Medicine","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University; Employment and Social Development Canada","funders":"","keywords":"Pandemic; Reinsurance; Underwriting; Portfolio; Coronavirus disease 2019 (COVID-19); Business; Public relations; Actuarial science; Political science; Finance; Medicine; Infectious disease (medical specialty); Disease","authors":[{"name":"Timothy J. Meagher","is_ca":true},{"name":"Gina Guzman","is_ca":false},{"name":"Bradley Heltemes","is_ca":false},{"name":"A Senn","is_ca":false},{"name":"Steve Wiseman","is_ca":false},{"name":"Andreas Armuss","is_ca":false},{"name":"Yi Wang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03947942321916072,"gpt":0.3083127934355905,"spread":0.2688333702164298,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008432216,0.0003580444,0.0004010981,0.0007968693,0.01088579,0.01290307,0.0008216051,0.004036438,0.01066478],"category_scores_gemma":[0.01471838,0.000534328,0.0003320077,0.0005598387,0.00394396,0.005921838,0.007015392,0.01082402,0.002563892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003013246,"about_ca_system_score_gemma":0.009706565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001998649,"about_ca_topic_score_gemma":0.005265498,"domain_scores_codex":[0.9918641,0.0048332,0.0002349199,0.0004833417,0.0008297326,0.001754767],"domain_scores_gemma":[0.981924,0.003038306,0.0009220635,0.000357838,0.001367164,0.01239068],"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":[0.000147539,0.000397756,0.02254716,0.000327386,0.00008465388,0.003594619,0.04382704,0.0008883143,0.001944954,0.0601941,0.7169008,0.1491457],"study_design_scores_gemma":[0.00006916541,0.0003079113,0.00683634,0.0006242978,0.00004125103,0.005315041,0.1094674,0.0009609153,0.0005983031,0.01018854,0.8654175,0.0001733016],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06726237,0.01368081,0.006280248,0.8322526,0.0109409,0.00006339176,0.0001190962,0.0002987595,0.06910194],"genre_scores_gemma":[0.6983093,0.02197917,0.01076809,0.2076643,0.01448049,0.0001151632,0.0001374664,0.00022202,0.04632407],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01290307,"threshold_uncertainty_score":0.04459435,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2748520880","doi":"10.17849/insm-47-01-43-49.1","title":"The Medical Underwriting of Transgender Individuals","year":2017,"lang":"en","type":"article","venue":"Journal of Insurance Medicine","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Transgender; Gender dysphoria; Transgender people; Population; Underwriting; Medicine; Transgender women; Psychology; Gerontology; Clinical psychology; Family medicine; Actuarial science; Environmental health; Human immunodeficiency virus (HIV); Business","authors":[{"name":"Timothy J. Meagher","is_ca":false},{"name":"Karsten Filzmaier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07609252857984007,"gpt":0.4471600564027087,"spread":0.3710675278228687,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005684367,0.00007488563,0.0001182295,0.0005732802,0.0008483366,0.0005325016,0.0001235829,0.0004181993,0.004027789],"category_scores_gemma":[0.002625057,0.00005164286,0.000158671,0.0003845816,0.000474986,0.0003871582,0.0006853261,0.0007186698,0.0003982368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002947199,"about_ca_system_score_gemma":0.0007084633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002542717,"about_ca_topic_score_gemma":0.005874081,"domain_scores_codex":[0.9995547,0.0001571913,0.00003256823,0.00002812619,0.0001337157,0.00009371337],"domain_scores_gemma":[0.9992834,0.0001652561,0.0002966408,0.00001995058,0.00008413636,0.0001507361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000148466,0.0002062025,0.5143631,0.0007486483,0.00006417801,0.005732586,0.006378974,0.00009243096,0.003985095,0.01027854,0.0201034,0.4378984],"study_design_scores_gemma":[0.00001972802,0.0004234267,0.8574687,0.002501342,0.0001064169,0.03339877,0.01969109,0.0002340955,0.001016358,0.0060202,0.07908232,0.00003741457],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8360093,0.07937791,0.0006983823,0.03221094,0.0009270972,0.00004065092,0.0002301714,0.00002351382,0.05048193],"genre_scores_gemma":[0.9526116,0.03941278,0.0005746703,0.003395802,0.0004769116,0.0000135243,0.00006965527,0.000006336516,0.00343873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004027789,"threshold_uncertainty_score":0.01347429,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399099830","doi":"10.17849/insm-51-1-4-7.1","title":"Diabetes Following COVID-19 Infection: Is It Common?","year":2024,"lang":"en","type":"article","venue":"Journal of Insurance Medicine","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Diabetes mellitus; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Betacoronavirus; Medicine; Relevance (law); Coronavirus Infections; Virology; Intensive care medicine; Internal medicine; Political science; Disease; Outbreak; Infectious disease (medical specialty); Endocrinology","authors":[{"name":"Timothy J. Meagher","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07961148709434057,"gpt":0.4772134879912364,"spread":0.3976020008968958,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005528507,0.0001406345,0.0006731774,0.001120108,0.0005632712,0.001916258,0.0004069805,0.001186851,0.003012633],"category_scores_gemma":[0.01650804,0.0001638736,0.0006845581,0.003453161,0.0007238042,0.00133038,0.0008033021,0.00152521,0.0002434577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005294512,"about_ca_system_score_gemma":0.0008184977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006150464,"about_ca_topic_score_gemma":0.008487438,"domain_scores_codex":[0.9957247,0.001465308,0.0008135012,0.0005771052,0.0009111094,0.0005083813],"domain_scores_gemma":[0.980177,0.007365927,0.009309172,0.0008332321,0.001365531,0.0009490632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007742954,0.00009146136,0.941353,0.002547798,0.000708464,0.0008913093,0.0007206164,0.00003177643,0.0002248906,0.001162246,0.00234939,0.04914474],"study_design_scores_gemma":[0.00004271782,0.0003430044,0.9761745,0.004705719,0.0007141666,0.002766439,0.00252451,0.00005556263,0.0001151734,0.0009684968,0.01156034,0.0000293579],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6437842,0.3156821,0.0008704178,0.01728748,0.001211374,0.0001347889,0.002888522,0.00001443799,0.0181267],"genre_scores_gemma":[0.8950091,0.0967921,0.0005938011,0.004032129,0.001753963,0.00004478924,0.001242512,0.00000709587,0.0005245064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006150464,"threshold_uncertainty_score":0.02923793,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3141999121","doi":"10.17849/insm-49-1-1-8.1","title":"COVID-19 and Mental Health: Should We Expect an Increase in Disability?","year":2021,"lang":"en","type":"article","venue":"Journal of Insurance Medicine","topic":"Long-Term Effects of COVID-19","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":"Employment and Social Development Canada","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Mental health; Recession; Pandemic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Psychology; Psychiatry; Coronavirus; Medicine; Economics; Virology; Disease; Keynesian economics","authors":[{"name":"Timothy J. Meagher","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03952120671667298,"gpt":0.3819698014072456,"spread":0.3424485946905726,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002168161,0.0001844969,0.0002981355,0.0008160123,0.001146862,0.002416057,0.0005585622,0.002656467,0.005822684],"category_scores_gemma":[0.01439625,0.0001431934,0.0005365121,0.001256035,0.001318873,0.0025855,0.001468206,0.003509724,0.0005159139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002142225,"about_ca_system_score_gemma":0.00264844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03920542,"about_ca_topic_score_gemma":0.07203814,"domain_scores_codex":[0.9989859,0.0004703103,0.00006207163,0.00008524592,0.0001904095,0.0002060102],"domain_scores_gemma":[0.9934047,0.001967143,0.002000309,0.0001440984,0.0006961377,0.001787717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002117051,0.0002034158,0.884085,0.0002581395,0.0001894589,0.0005767234,0.001165327,0.0003224618,0.00008478711,0.01409737,0.03034755,0.06845798],"study_design_scores_gemma":[0.00004673614,0.0002857467,0.9297706,0.001858797,0.0001765104,0.0008512689,0.009069894,0.001490516,0.0001056714,0.02624296,0.03003137,0.00006983717],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1709703,0.03484497,0.0005182452,0.7728137,0.001452754,0.00003014017,0.001313278,0.00002064419,0.01803594],"genre_scores_gemma":[0.9202381,0.0384616,0.0005721041,0.03518111,0.003144747,0.00002756562,0.0006028191,0.00001132841,0.001760603],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03920542,"threshold_uncertainty_score":0.07795447,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400460479","doi":"10.17849/insm-51-2-1-4.2","title":"The Long-term Complications of Covid-19 Infection","year":2024,"lang":"en","type":"article","venue":"Journal of Insurance Medicine","topic":"COVID-19 Clinical Research Studies","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":"McGill University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Context (archaeology); Medicine; Pandemic; Intensive care medicine; Diabetes mellitus; Term (time); 2019-20 coronavirus outbreak; Relevance (law); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Internal medicine; Virology; Disease; Outbreak; Geography; Political science; Infectious disease (medical specialty)","authors":[{"name":"Timothy J. Meagher","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08980602250286226,"gpt":0.4897170995134998,"spread":0.3999110770106376,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002204415,0.0001549568,0.0003708309,0.0006474612,0.0005354653,0.001189564,0.0003225346,0.0005093329,0.002133096],"category_scores_gemma":[0.007262413,0.00008998576,0.0005645582,0.001195301,0.0003961847,0.0005914422,0.0007628978,0.001164609,0.0002564662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005015396,"about_ca_system_score_gemma":0.0006429884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002446433,"about_ca_topic_score_gemma":0.003489955,"domain_scores_codex":[0.9984237,0.0004949623,0.0002274217,0.0001012142,0.000443127,0.0003096234],"domain_scores_gemma":[0.9939365,0.001654749,0.002919254,0.0002101398,0.00063298,0.0006464537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007010679,0.0001514616,0.8997579,0.001163149,0.0005886117,0.001087241,0.0003609914,0.00006995228,0.0003445846,0.001076295,0.002849249,0.09184943],"study_design_scores_gemma":[0.000009927726,0.0003579057,0.9856856,0.001022251,0.0002889381,0.002343911,0.0004785682,0.00003453234,0.0001141336,0.0005625883,0.009083912,0.0000177732],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5417037,0.4198665,0.0008917136,0.007764269,0.0006462968,0.00009789789,0.002621919,0.0000183555,0.02638942],"genre_scores_gemma":[0.891112,0.1016528,0.0004776374,0.001977274,0.001558507,0.00005563066,0.001721523,0.000006681802,0.001437946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002446433,"threshold_uncertainty_score":0.01165819,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408202620","doi":"10.17849/insm-52-1-31-33.1","title":"Critical Illness Insurance: In Search of Its Identity","year":2025,"lang":"en","type":"article","venue":"Journal of Insurance Medicine","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","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","funders":"","keywords":"Appeal; Actuarial science; Business; Value (mathematics); Sight; Law; Political science","authors":[{"name":"Timothy J. Meagher","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05682484563454871,"gpt":0.3647128648683332,"spread":0.3078880192337844,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006440937,0.0002461045,0.000588528,0.003172629,0.005514585,0.01097048,0.0008295758,0.006071603,0.004810727],"category_scores_gemma":[0.02210245,0.0002049553,0.0002368585,0.002300122,0.0209749,0.01809891,0.005896967,0.01372548,0.0006766313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004593336,"about_ca_system_score_gemma":0.006941087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004982317,"about_ca_topic_score_gemma":0.003095824,"domain_scores_codex":[0.9962711,0.001623118,0.000152989,0.0003815609,0.001160334,0.0004108783],"domain_scores_gemma":[0.9906984,0.004871832,0.0008548366,0.0005545375,0.001712207,0.001308169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001672015,0.00001294542,0.001040102,0.00003127133,0.00000229895,0.00007259392,0.003047559,0.00004537027,0.0000318196,0.9579402,0.0254594,0.01229962],"study_design_scores_gemma":[0.00001259806,0.00002889599,0.001880448,0.0007367799,0.000006397422,0.0004330335,0.008052245,0.0006477004,0.00006333387,0.7306069,0.2575064,0.00002525242],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01588882,0.0354585,0.005225293,0.8369759,0.005946299,0.00001974226,0.00008766806,0.00002764257,0.1003701],"genre_scores_gemma":[0.7812349,0.05025493,0.00469165,0.1132137,0.02464889,0.0001076469,0.0001483896,0.0001153239,0.02558452],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01097048,"threshold_uncertainty_score":0.03406334,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3160639093","doi":"10.17849/insm-49-1-5-10.1","title":"Déjà Vu – A New Coronavirus Challenge","year":2021,"lang":"fr","type":"article","venue":"Journal of Insurance Medicine","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Underwriting; Business; Reinsurance; Medical underwriting; Actuarial science; Workforce; Predictive analytics; Marketing; Insurance policy; Economics; General insurance; Computer science","authors":[{"name":"Ross MacKenzie","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3459925841138318,"gpt":0.4561419309792958,"spread":0.110149346865464,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005812684,0.0006216772,0.000701964,0.0008965172,0.001732653,0.004676848,0.001207822,0.007939139,0.01421592],"category_scores_gemma":[0.01801687,0.000283325,0.0008757809,0.0005227427,0.002315063,0.005363868,0.002472994,0.01171593,0.004135176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00259957,"about_ca_system_score_gemma":0.004269412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003218581,"about_ca_topic_score_gemma":0.00508705,"domain_scores_codex":[0.9965369,0.0009299312,0.0003425071,0.0006098551,0.001111061,0.0004697476],"domain_scores_gemma":[0.9894804,0.003837833,0.0006159595,0.0005124622,0.002419903,0.003133463],"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":[0.00009990206,0.00008762254,0.003287077,0.0005714312,0.00004805061,0.003542981,0.0007946118,0.0001740063,0.0009490614,0.0220065,0.7121646,0.256274],"study_design_scores_gemma":[0.00001420681,0.00007038939,0.00124492,0.0009247002,0.00002042,0.006865344,0.0008182442,0.0001846644,0.0001810953,0.009558424,0.9800938,0.0000238995],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.00571501,0.1196285,0.003219039,0.7911993,0.05165183,0.00005715591,0.0004344128,0.0003353405,0.02775948],"genre_scores_gemma":[0.08650338,0.1691653,0.009462557,0.5803243,0.1165949,0.0001532726,0.00138769,0.0004273645,0.03598117],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.01421592,"threshold_uncertainty_score":0.047557,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389480073","doi":"10.17849/insm-50-2-1-3.1","title":"Metabolic Muddle. MASLD and MASH on the Horizon","year":2023,"lang":"en","type":"article","venue":"Journal of Insurance Medicine","topic":"Liver Disease Diagnosis and Treatment","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":"McGill University","funders":"","keywords":"Steatohepatitis; Fatty liver; Argument (complex analysis); Metabolic syndrome; Medicine; Disease; Intensive care medicine; Internal medicine; Obesity","authors":[{"name":"Timothy J. Meagher","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03100486664565406,"gpt":0.2864602261098499,"spread":0.2554553594641959,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006580804,0.0005641903,0.0007534152,0.001034187,0.001913009,0.004586153,0.0009516253,0.007091242,0.05647806],"category_scores_gemma":[0.03268845,0.0003811471,0.0009953167,0.0008181351,0.002922019,0.005957216,0.002687703,0.01355505,0.02200534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002174837,"about_ca_system_score_gemma":0.004340795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005691458,"about_ca_topic_score_gemma":0.01041852,"domain_scores_codex":[0.9969808,0.0008186838,0.0002775517,0.00028033,0.001345244,0.0002973155],"domain_scores_gemma":[0.9821566,0.005547015,0.001120408,0.0009512258,0.005275199,0.004949605],"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":[0.00007440012,0.00003010352,0.0005723822,0.0001079948,0.000007434533,0.0001680467,0.00009137322,0.00003352028,0.00008314218,0.0145423,0.8983361,0.08595318],"study_design_scores_gemma":[0.00002453153,0.00003435479,0.0008427006,0.0006363158,0.00001000499,0.0005898228,0.0001586087,0.00004972419,0.00005412309,0.009552752,0.9880251,0.0000218479],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008655439,0.02528804,0.001124807,0.880802,0.05107019,0.00002006365,0.0005363813,0.0003481563,0.03994479],"genre_scores_gemma":[0.01745987,0.04386246,0.005946639,0.763579,0.09037127,0.00008549443,0.001242837,0.0005661064,0.07688633],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05647806,"threshold_uncertainty_score":0.1889379,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389480085","doi":"10.17849/insm-50-2-1-4.1","title":"ChatGPT: How Closely Should We Be Watching?","year":2023,"lang":"en","type":"article","venue":"Journal of Insurance Medicine","topic":"Artificial Intelligence in Healthcare and Education","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":"McGill University","funders":"","keywords":"cons; Psychology; Engineering ethics; Computer science; Engineering; Programming language","authors":[{"name":"Timothy J. Meagher","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.303753428389547,"gpt":0.4585329477014499,"spread":0.1547795193119029,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01266832,0.0009776913,0.001036265,0.001502464,0.003508378,0.005863109,0.00258102,0.005149449,0.044304],"category_scores_gemma":[0.1038109,0.0005586449,0.0008492606,0.0009179281,0.00311734,0.009593115,0.00662982,0.008036491,0.02380252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001611686,"about_ca_system_score_gemma":0.002706639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003552745,"about_ca_topic_score_gemma":0.008110247,"domain_scores_codex":[0.9897357,0.006095764,0.0003429019,0.0008771352,0.002217884,0.0007305822],"domain_scores_gemma":[0.8983516,0.06001596,0.003820197,0.005826241,0.008590715,0.02339532],"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":[0.0006653029,0.0003002218,0.00911459,0.0009098992,0.00007765205,0.0005596079,0.004409397,0.0002427827,0.001623068,0.005371424,0.5608895,0.4158365],"study_design_scores_gemma":[0.0002322712,0.0007835725,0.01686494,0.002814834,0.0001717903,0.004124182,0.008339157,0.001931333,0.002297984,0.01862488,0.9434337,0.0003813447],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04813517,0.0447248,0.09759892,0.5173723,0.041897,0.0007124354,0.002363765,0.02784555,0.2193501],"genre_scores_gemma":[0.4306948,0.03004583,0.1128763,0.2230655,0.03528279,0.002038356,0.003882834,0.007384209,0.1547294],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.044304,"threshold_uncertainty_score":0.1482116,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2237646694","doi":"10.17849/insm-45-02-103-109.1","title":"Measures of Symptom Exaggeration for Mental Health Disorders: A Systematic Review","year":2015,"lang":"en","type":"review","venue":"Journal of Insurance Medicine","topic":"Psychosomatic Disorders and Their 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":"University Health Network; Toronto Rehabilitation Institute; University of Toronto; McMaster University; Hospital for Sick Children","funders":"","keywords":"Minnesota Multiphasic Personality Inventory; Exaggeration; Clinical psychology; PsycINFO; Mental health; Psychometrics; Personality; Psychiatry; Medicine; Psychology; MEDLINE","authors":[{"name":"Shanil Ebrahim","is_ca":true},{"name":"Sheena Bance","is_ca":false},{"name":"Sohail Mulla","is_ca":true},{"name":"Luis Montoya","is_ca":true},{"name":"Cindy Malachowski","is_ca":true},{"name":"Mostafa Kamal el Din","is_ca":true},{"name":"Jason W. Busse","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09264468767478919,"gpt":0.4113245894941541,"spread":0.318679901819365,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01361859,0.001735927,0.008909324,0.01365482,0.0006180045,0.002979445,0.002496424,0.001998609,0.004958851],"category_scores_gemma":[0.06029069,0.001069477,0.00767521,0.01326349,0.001273787,0.003371376,0.001764795,0.001350083,0.0003641527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004356366,"about_ca_system_score_gemma":0.009726495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006750499,"about_ca_topic_score_gemma":0.01802164,"domain_scores_codex":[0.9889171,0.003384864,0.004341546,0.0008448428,0.002293315,0.0002183492],"domain_scores_gemma":[0.9438242,0.04149063,0.01042644,0.000664938,0.003220547,0.0003732745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00008793833,0.000007144793,0.0007733575,0.9653332,0.004837183,0.00004510264,0.0001603551,0.00005327979,0.00006636813,0.0001436719,0.001241355,0.02725104],"study_design_scores_gemma":[0.0001378121,0.0001125661,0.005072015,0.9555731,0.02831787,0.0002528846,0.0002090741,0.00005707358,0.00008884675,0.0002731213,0.009877097,0.00002852399],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007146912,0.9976473,0.0001501224,0.0003503349,0.00009414776,0.0003706585,0.0004625468,0.00001113499,0.0001989619],"genre_scores_gemma":[0.01692649,0.9798098,0.0009672043,0.0006345168,0.0001053165,0.001117894,0.0003348379,0.000007211985,0.00009672407],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01365482,"threshold_uncertainty_score":0.07202286,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399099869","doi":"10.17849/insm-51-1-41-50.1","title":"JIM Reading List","year":2024,"lang":"en","type":"article","venue":"Journal of Insurance Medicine","topic":"Hormonal and reproductive studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Reading list; Reading (process); Computer science; Library science; Linguistics; Philosophy","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02352112120338237,"gpt":0.326624247700556,"spread":0.3031031264971736,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005993465,0.001886019,0.002575009,0.01082321,0.002979262,0.01149326,0.002803704,0.005359202,0.5877591],"category_scores_gemma":[0.08049183,0.0008772112,0.001619973,0.006052067,0.001409111,0.008095721,0.004480655,0.005826563,0.5335871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003361395,"about_ca_system_score_gemma":0.006300345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00204339,"about_ca_topic_score_gemma":0.003055445,"domain_scores_codex":[0.9928988,0.00118707,0.001014102,0.0009028111,0.003503986,0.0004930963],"domain_scores_gemma":[0.9307864,0.01428919,0.004135337,0.003348578,0.04225758,0.005182913],"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":[0.000003310268,0.000003648713,0.00001483148,0.0001110773,0.000001061536,0.00001644271,0.00001399547,0.000004467334,0.00001751237,0.0003376393,0.9881191,0.01135692],"study_design_scores_gemma":[0.000003741219,0.000005707583,0.00006999192,0.0003677117,0.000002441782,0.0000561356,0.00003470261,0.00001172463,0.00002231628,0.0005345247,0.9988852,0.000005889323],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0003350449,0.01623183,0.004443369,0.2134622,0.4410705,0.0008533099,0.01194645,0.006609126,0.3050482],"genre_scores_gemma":[0.002852147,0.01630995,0.005468735,0.1114793,0.1659753,0.001266416,0.01161189,0.004719975,0.6803162],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4122409,"threshold_uncertainty_score":0.5880115,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389480015","doi":"10.17849/insm-50-2-1-4.2","title":"ChatGPT: How Closely Should We Be Watching?","year":2023,"lang":"en","type":"article","venue":"Journal of Insurance Medicine","topic":"Artificial Intelligence in Healthcare and Education","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":"McGill University","funders":"","keywords":"cons; Psychology; Computer science","authors":[{"name":"Timothy J. Meagher","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.303753428389547,"gpt":0.4585329477014499,"spread":0.1547795193119029,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01266832,0.0009776913,0.001036265,0.001502464,0.003508378,0.005863109,0.00258102,0.005149449,0.044304],"category_scores_gemma":[0.1038109,0.0005586449,0.0008492606,0.0009179281,0.00311734,0.009593115,0.00662982,0.008036491,0.02380252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001611686,"about_ca_system_score_gemma":0.002706639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003552745,"about_ca_topic_score_gemma":0.008110247,"domain_scores_codex":[0.9897357,0.006095764,0.0003429019,0.0008771352,0.002217884,0.0007305822],"domain_scores_gemma":[0.8983516,0.06001596,0.003820197,0.005826241,0.008590715,0.02339532],"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":[0.0006653029,0.0003002218,0.00911459,0.0009098992,0.00007765205,0.0005596079,0.004409397,0.0002427827,0.001623068,0.005371424,0.5608895,0.4158365],"study_design_scores_gemma":[0.0002322712,0.0007835725,0.01686494,0.002814834,0.0001717903,0.004124182,0.008339157,0.001931333,0.002297984,0.01862488,0.9434337,0.0003813447],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04813517,0.0447248,0.09759892,0.5173723,0.041897,0.0007124354,0.002363765,0.02784555,0.2193501],"genre_scores_gemma":[0.4306948,0.03004583,0.1128763,0.2230655,0.03528279,0.002038356,0.003882834,0.007384209,0.1547294],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.044304,"threshold_uncertainty_score":0.1482116,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3046013730","doi":"10.17849/insm-48-2-1-11.1","title":"Evidence-based Claims Adjudication of Traffic Injury Claims in Ontario: Shifting the Focus from Cost to Care","year":2020,"lang":"en","type":"article","venue":"Journal of Insurance Medicine","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Lethbridge College; Centre for Disability Prevention and Rehabilitation; Ontario Tech University; Canadian Memorial Chiropractic College","funders":"","keywords":"Adjudication; Psychological intervention; Health care; Evidence-based practice; Actuarial science; Business; Public relations; Medicine; Political science; Law; Nursing; Alternative medicine","authors":[{"name":"Keshini Moodley","is_ca":true},{"name":"Carol Cancelliere","is_ca":true},{"name":"Robert Power","is_ca":true},{"name":"Pierre Côté","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1215906487487664,"gpt":0.2971973698980379,"spread":0.1756067211492714,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1158716,0.0005847575,0.001070375,0.0076019,0.004311976,0.005891985,0.004478632,0.003279002,0.002173336],"category_scores_gemma":[0.3194985,0.0008297023,0.001446064,0.009465694,0.005410253,0.002166567,0.00513704,0.003230716,0.0001595298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1017262,"about_ca_system_score_gemma":0.1936496,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7807311,"about_ca_topic_score_gemma":0.8729835,"domain_scores_codex":[0.8587768,0.06950516,0.01648395,0.002810971,0.04803249,0.004390559],"domain_scores_gemma":[0.6833882,0.1802069,0.06099249,0.008326435,0.05990667,0.00717938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004560701,0.0008426663,0.4095222,0.02803393,0.002714793,0.001032198,0.01180749,0.01314134,0.001235139,0.04645523,0.05678729,0.423867],"study_design_scores_gemma":[0.002785666,0.001430173,0.8032024,0.03592698,0.003414404,0.0004545233,0.004560006,0.03489248,0.001375763,0.03608169,0.07548568,0.0003902617],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5108809,0.1254815,0.03196643,0.2291681,0.001369252,0.01795308,0.01040294,0.000155625,0.07262219],"genre_scores_gemma":[0.9579046,0.01359387,0.01892552,0.004963459,0.0003712187,0.001864748,0.001275601,0.00001850376,0.001082485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2192689,"threshold_uncertainty_score":0.7380788,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2980859334","doi":"10.17849/insm-48-1-1-8.1","title":"Liquid Biopsies and Critical Illness Insurance: Uncomfortable Bedfellows?","year":2019,"lang":"en","type":"review","venue":"Journal of Insurance Medicine","topic":"Cancer Genomics and Diagnostics","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","funders":"","keywords":"Critical illness; Medicine; Disease; Liquid biopsy; Selection (genetic algorithm); Life insurance; Actuarial science; Cancer; Intensive care medicine; Business; Pathology; Internal medicine; Computer science; Critically ill","authors":[{"name":"Timothy J. Meagher","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02595837526837559,"gpt":0.3354603933746126,"spread":0.309502018106237,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00218117,0.0007760034,0.001384299,0.002260135,0.0005495336,0.002441573,0.001324042,0.004003905,0.00466987],"category_scores_gemma":[0.003780694,0.0003761456,0.0007184024,0.002041771,0.0021923,0.005323404,0.001202291,0.005773151,0.002671405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00156828,"about_ca_system_score_gemma":0.00173046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00200348,"about_ca_topic_score_gemma":0.003700064,"domain_scores_codex":[0.9993617,0.0001931489,0.00007272971,0.00008119871,0.0002332773,0.00005804095],"domain_scores_gemma":[0.9974353,0.001747425,0.0001756521,0.00007300759,0.0004153661,0.0001534061],"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":[0.00007272252,0.00004912512,0.0001944766,0.006603315,0.00005540648,0.0003385534,0.0001476944,0.0002061072,0.0003751582,0.02535289,0.1169285,0.849676],"study_design_scores_gemma":[0.00000907605,0.00003443315,0.0002865982,0.003789773,0.00002108762,0.001299155,0.0001410765,0.00003908573,0.00008319409,0.007450859,0.9868301,0.00001566014],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003784156,0.9959928,0.00006268188,0.002715996,0.0005157512,0.000001063918,0.000005790918,0.000004106011,0.0006639751],"genre_scores_gemma":[0.0005910739,0.9951343,0.0001516429,0.002369871,0.0009679288,0.000003695577,0.00001558944,0.000003346677,0.0007626339],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00466987,"threshold_uncertainty_score":0.01562226,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4237941387","doi":"10.17849/0743-6661-45.1.67","title":"INSTRUCTIONS TO AUTHORS","year":2015,"lang":"en","type":"article","venue":"Journal of Insurance Medicine","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Psychology; History","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.7501053578695198,"gpt":0.6085228252790057,"spread":0.1415825325905141,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003456528,0.001401922,0.001355237,0.002318369,0.002034042,0.007377804,0.002219517,0.00332552,0.8369616],"category_scores_gemma":[0.02996923,0.0006011403,0.0007154506,0.002112763,0.0006832409,0.004546966,0.002727642,0.003089786,0.8595015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001489803,"about_ca_system_score_gemma":0.003514132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009596464,"about_ca_topic_score_gemma":0.001544191,"domain_scores_codex":[0.9973054,0.000597852,0.0003416231,0.0004177497,0.001035271,0.0003021508],"domain_scores_gemma":[0.9802496,0.003155024,0.000727026,0.001906468,0.01039169,0.003570053],"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":[0.00002085872,0.00001883286,0.00006891461,0.0001182397,0.000001125982,0.00002843034,0.00004288504,0.0000145506,0.00007554208,0.0008834165,0.9626892,0.0360379],"study_design_scores_gemma":[0.000007837059,0.00001304053,0.00008645644,0.00009163731,0.000001080999,0.0000500792,0.00006863062,0.00001590958,0.00005510635,0.0005837084,0.9990214,0.00000505565],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007667379,0.004501528,0.005506385,0.03134661,0.08753617,0.00205514,0.01747903,0.008067537,0.842741],"genre_scores_gemma":[0.002168577,0.00326335,0.00257723,0.01345557,0.005681118,0.001024924,0.006982924,0.001863191,0.9629831],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1630384,"threshold_uncertainty_score":0.2325544,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2316614042","doi":"10.17849/0743-6661-45.3.153","title":"Highly Sensitive Troponin and Critical Illness Insurance: Have the Goalposts Moved Again?","year":2015,"lang":"en","type":"article","venue":"Journal of Insurance Medicine","topic":"Acute Myocardial Infarction Research","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":"McGill University","funders":"","keywords":"Troponin; Myocardial infarction; Medicine; Cardiology; Internal medicine; Sine qua non; Troponin I; Troponin T; Intensive care medicine; Law","authors":[{"name":"A Senn","is_ca":true},{"name":"Timothy J. Meagher","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03316039813072015,"gpt":0.3464027962139274,"spread":0.3132423980832073,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01907057,0.0008449889,0.001893659,0.001808569,0.002761752,0.007065465,0.002122007,0.01668956,0.02434789],"category_scores_gemma":[0.04649297,0.0006926358,0.001450493,0.001483698,0.01060343,0.02453352,0.004269972,0.03121752,0.003856063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005150653,"about_ca_system_score_gemma":0.01008928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0134546,"about_ca_topic_score_gemma":0.02001073,"domain_scores_codex":[0.9948249,0.001906683,0.0005286672,0.0005667694,0.001533795,0.0006391983],"domain_scores_gemma":[0.9585716,0.01867541,0.002671569,0.001744693,0.009325889,0.00901089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006656459,0.0004810035,0.009879777,0.0009670638,0.0001953045,0.0006527926,0.0007593065,0.0002350433,0.0005710108,0.1103251,0.5661106,0.3091574],"study_design_scores_gemma":[0.0003643649,0.0006596255,0.02293976,0.007617566,0.0002248056,0.001549985,0.005147772,0.0009428419,0.0003445115,0.2385764,0.7212188,0.0004134553],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001034983,0.05205977,0.0002721097,0.9380816,0.006421851,0.000005831402,0.00005713818,0.00002140309,0.00204537],"genre_scores_gemma":[0.05532825,0.1884921,0.003263897,0.6712102,0.07312882,0.00007539934,0.0002120504,0.0001033984,0.008185764],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02434789,"threshold_uncertainty_score":0.100856,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4239744054","doi":"10.17849/0743-6661-45.3.166","title":"JIM Reading List","year":2015,"lang":"en","type":"article","venue":"Journal of Insurance Medicine","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Icon; Citation; Reading (process); Download; Computer science; World Wide Web; Information retrieval; Linguistics","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.3216747710429144,"gpt":0.5576918840326479,"spread":0.2360171129897335,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006173186,0.001790061,0.002396739,0.01047945,0.003170325,0.01059534,0.003018937,0.004873433,0.6466006],"category_scores_gemma":[0.08392733,0.0008263746,0.001516876,0.005947085,0.001324603,0.007917892,0.004746603,0.005331212,0.5748436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003662469,"about_ca_system_score_gemma":0.006516347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002385266,"about_ca_topic_score_gemma":0.003445855,"domain_scores_codex":[0.9931749,0.001234382,0.0009128841,0.0008843766,0.003299931,0.000493632],"domain_scores_gemma":[0.9316399,0.01421405,0.003562873,0.003352256,0.04211914,0.005111824],"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":[0.000003656808,0.000003920096,0.00001580647,0.0001075011,9.073981e-7,0.00001663875,0.00002020981,0.00000478139,0.00001669565,0.0004141193,0.9866517,0.0127441],"study_design_scores_gemma":[0.000003589424,0.000005450496,0.00007228476,0.0003294151,0.000001952677,0.00004862758,0.00004948973,0.00001171093,0.0000219025,0.0005797383,0.9988702,0.00000567484],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000448987,0.01452767,0.005746,0.1942198,0.3664703,0.001140014,0.01814951,0.007505161,0.3917926],"genre_scores_gemma":[0.003338658,0.0137605,0.006574941,0.08585409,0.1050443,0.001567153,0.01522699,0.00509897,0.7635345],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3533994,"threshold_uncertainty_score":0.5040814,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}