{"meta":{"query_hash":"afb286b06908","filters":{"venue":"Annual Review of Public Health"},"cohort_total":51,"direct_labels_cover":1,"predictions_cover":51,"exported":51,"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/afb286b06908","api":"https://metacan.xera.ac/api/v1/cohort?venue=Annual+Review+of+Public+Health"},"results":[{"id":"W2004350883","doi":"10.1146/annurev-publhealth-031912-114500","title":"Commentary on the Symposium: Biological Embedding, Life Course Development, and the Emergence of a New Science","year":2013,"lang":"en","type":"article","venue":"Annual Review of Public Health","topic":"Birth, Development, and Health","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Learning Partnership; University of British Columbia","funders":"","keywords":"Transformative learning; Multidisciplinary approach; Public health; Credibility; Life course approach; Embedding; Biomedicine; Engineering ethics; Sociology; Environmental ethics; Political science; Psychology; Medicine; Social science; Computer science; Biology; Social psychology; Developmental psychology; Bioinformatics; Pathology; Artificial intelligence","score_opus":0.08223154671536644,"score_gpt":0.38816322159791233,"score_spread":0.3059316748825459,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004350883","genre_codex":"commentary","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.060772397,0.05548299,0.00009457718,0.87811327,0.00015545302,0.0023514281,0.00001104705,0.000023078168,0.002995735],"genre_scores_gemma":[0.21659422,0.55999666,0.0010715764,0.22217044,0.00006678758,0.000053067073,0.000009822576,0.000007234406,0.000030211515],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99737716,0.00034445856,0.0009281316,0.0002785098,0.00057004014,0.00050169404],"domain_scores_gemma":[0.9976756,0.00026987487,0.000537682,0.000402964,0.00039380585,0.0007201053],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008109476,0.00015999288,0.0006630401,0.00007213369,0.00031819785,0.000014847024,0.00036965578,0.00004365987,0.00034760323],"category_scores_gemma":[0.0011709171,0.00007156229,0.0000613963,0.0006060149,0.0008671974,0.00014914891,0.00014225492,0.00026770608,0.0000240746],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026997239,0.00033925445,0.008292508,0.0050056395,0.00008007117,6.4433357e-7,0.0082985135,4.5128377e-8,0.000018928016,0.12385722,0.7457936,0.10828662],"study_design_scores_gemma":[0.0036198525,0.0022094515,0.24970055,0.01597385,0.00007943707,0.00005437647,0.012078309,0.00009406338,0.00014470618,0.002467851,0.7130858,0.000491763],"about_ca_topic_score_codex":0.0006934224,"about_ca_topic_score_gemma":0.000016078786,"teacher_disagreement_score":0.65594286,"about_ca_system_score_codex":0.000053243835,"about_ca_system_score_gemma":0.0055937567,"threshold_uncertainty_score":0.99230844},"labels":[],"label_agreement":null},{"id":"W2049108822","doi":"10.1146/annurev-publhealth-031912-114502","title":"Transportation and Public Health","year":2013,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":159,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Transport Canada","funders":"","keywords":"Business; Public transport; Transportation planning; Public health; Occupational safety and health; Transport engineering; Crash; Private transport; Environmental planning; Poison control; Vehicle miles of travel; Injury prevention; Suicide prevention; Environmental health; Computer science; Environmental science; Engineering; Political science; Medicine","score_opus":0.17103991954039294,"score_gpt":0.4545736817517324,"score_spread":0.28353376221133947,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2049108822","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000050236345,0.97052974,0.000092705384,0.024295198,0.00023539619,0.0031346157,0.0005567343,0.000082106904,0.0010684642],"genre_scores_gemma":[0.00002884894,0.99475247,0.00023505259,0.0032420424,0.00022739467,0.00017945413,0.00096387486,0.00003718043,0.00033371427],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9920907,0.002559664,0.0025681779,0.00068816514,0.0008935109,0.00119977],"domain_scores_gemma":[0.9950384,0.00024812427,0.002203354,0.00050890876,0.00051399966,0.0014872224],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.012391899,0.00042135184,0.0034146805,0.00024492742,0.0004816838,0.00010547777,0.0006679329,0.0002726766,0.00063840166],"category_scores_gemma":[0.0006355163,0.00033165986,0.00052290125,0.0013733043,0.0004553316,0.0010750896,0.000018711715,0.0005053452,0.000038334725],"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":[6.364785e-8,0.00007667758,0.00013641272,0.20667857,0.000026394357,3.4364197e-7,0.0018044319,1.5882168e-10,1.5760714e-10,0.003314821,0.0069602593,0.78100204],"study_design_scores_gemma":[0.000057228546,0.00007281875,0.00039751612,0.038552918,0.000046315905,4.900908e-7,0.000708228,2.6882175e-8,5.4070637e-10,0.000055429748,0.959883,0.00022606403],"about_ca_topic_score_codex":0.010500689,"about_ca_topic_score_gemma":0.004158337,"teacher_disagreement_score":0.9529227,"about_ca_system_score_codex":0.00039130615,"about_ca_system_score_gemma":0.014744245,"threshold_uncertainty_score":0.9999136},"labels":[],"label_agreement":null},{"id":"W2098030651","doi":"10.1146/annurev-publhealth-031210-101225","title":"The Growing Impact of Globalization for Health and Public Health Practice","year":2011,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Global Public Health Policies and Epidemiology","field":"Business, Management and Accounting","cited_by":189,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institute of Population and Public Health; University of Ottawa","funders":"","keywords":"Global health; Globalization; Public health; Health policy; International health; Economic growth; Social determinants of health; Political science; Development economics; Health care; Medicine; Economics","score_opus":0.16941885028780235,"score_gpt":0.4739684365541504,"score_spread":0.30454958626634804,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2098030651","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[3.3801456e-7,0.77941316,0.00063895015,0.21470681,0.00041996702,0.0036048961,0.00029950636,0.00005455049,0.00086180633],"genre_scores_gemma":[0.0000029755536,0.8591912,0.00032620082,0.13873741,0.0006794621,0.00019852059,0.0007739716,0.00007046097,0.000019814419],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98812354,0.0023073049,0.005554384,0.000806152,0.0005559219,0.0026527098],"domain_scores_gemma":[0.9820267,0.0018223453,0.012501701,0.0010224367,0.001976239,0.00065057527],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.039424676,0.0007110562,0.0051555056,0.00048625068,0.0008268729,0.0001716602,0.0009988884,0.00027987096,0.0000270781],"category_scores_gemma":[0.026298203,0.00045041417,0.0009864686,0.0021214122,0.00027800867,0.0029705171,0.00045356012,0.0005085623,0.000017466857],"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":[0.0000019833035,0.00006475717,0.000005282055,0.18612316,0.00009556755,6.612532e-8,0.00004468843,7.809179e-8,1.3538787e-10,0.09500774,0.23376264,0.48489404],"study_design_scores_gemma":[0.00019764942,0.0003989293,0.000016041029,0.028391778,0.00007234809,0.000024031448,0.00046923643,0.000025756852,1.0955105e-10,0.00022104131,0.9699238,0.00025941138],"about_ca_topic_score_codex":0.03532882,"about_ca_topic_score_gemma":0.00014897522,"teacher_disagreement_score":0.7361611,"about_ca_system_score_codex":0.00086043583,"about_ca_system_score_gemma":0.013227541,"threshold_uncertainty_score":0.9997948},"labels":[],"label_agreement":null},{"id":"W2102367211","doi":"10.1146/annurev.publhealth.27.021405.102231","title":"THE BIG BANG? AN EVENTFUL YEAR IN WORKERS' COMPENSATION","year":2006,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Presumption; Legislature; Apportionment; Compensation (psychology); Workers' compensation; Causation; Political science; Health care; Public relations; Business; Public administration; Psychology; Law","score_opus":0.18330954670509478,"score_gpt":0.39403930149092753,"score_spread":0.21072975478583275,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2102367211","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[6.06573e-7,0.97783715,0.0001302034,0.013218205,0.0004321832,0.0017391336,0.0004540105,0.00002019512,0.0061682975],"genre_scores_gemma":[0.000021717493,0.9960088,0.000095229814,0.002374159,0.00026545193,0.00018484621,0.00040032386,0.00004074314,0.00060869067],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9948475,0.0007574669,0.0030429496,0.00050353544,0.00011703092,0.0007315701],"domain_scores_gemma":[0.9965656,0.00021886975,0.0020529078,0.0008328894,0.00007886054,0.00025090732],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.011854331,0.00029874378,0.0023086614,0.0004263027,0.00013136855,0.00005422767,0.0006423944,0.00016840256,0.000050235412],"category_scores_gemma":[0.0005747604,0.00024305329,0.0003645536,0.0010547233,0.00006277828,0.00019639627,0.000108123844,0.0004208462,0.00027845672],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[2.2548497e-7,0.000059783644,0.00003878775,0.06170137,0.00001862766,4.8874057e-7,0.00006452277,5.046504e-8,1.182675e-11,0.1368524,0.011091177,0.7901726],"study_design_scores_gemma":[0.00008390505,0.000074054806,0.00024139223,0.020468151,0.000008822311,0.0000013872456,0.000061024028,0.0000019627164,3.1840083e-10,0.0007331475,0.97814304,0.00018314402],"about_ca_topic_score_codex":0.009160166,"about_ca_topic_score_gemma":0.0019669028,"teacher_disagreement_score":0.9670518,"about_ca_system_score_codex":0.00053766195,"about_ca_system_score_gemma":0.0010982824,"threshold_uncertainty_score":0.9974379},"labels":[],"label_agreement":null},{"id":"W2103035299","doi":"10.1146/annurev.publhealth.23.100901.140548","title":"Socioeconomic Inequalities in Injury: Critical Issues in Design and Analysis","year":2002,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":259,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"National Institute of Environmental Health Sciences; Centers for Disease Control and Prevention; National Institutes of Health; National Heart, Lung, and Blood Institute; McGill University; National Institute on Alcohol Abuse and Alcoholism; Johns Hopkins University","keywords":"Socioeconomic status; Poison control; Injury prevention; Occupational safety and health; Human factors and ergonomics; Suicide prevention; Homicide; Public health; Environmental health; Medicine; Inequality; Population; Psychology; Nursing","score_opus":0.20283941861087063,"score_gpt":0.5099657959334509,"score_spread":0.3071263773225803,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2103035299","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000031695881,0.95754004,0.00003929629,0.040268682,0.00012109327,0.0012742511,0.00020418853,0.000019925066,0.00052936777],"genre_scores_gemma":[0.00001934572,0.99264956,0.0004059068,0.006315684,0.00012343339,0.0001636462,0.000044735625,0.000022526627,0.0002551659],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98745316,0.0078032375,0.002629224,0.0005005033,0.00040994366,0.0012039039],"domain_scores_gemma":[0.99547607,0.0028018658,0.0006425639,0.00033493157,0.00013896369,0.00060562824],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.020965818,0.0003385488,0.004868316,0.00091439567,0.0001722422,0.000075508324,0.00044539289,0.0003333643,0.0007016457],"category_scores_gemma":[0.0051456857,0.00029988776,0.00043842176,0.0015839315,0.00040462057,0.00043919208,0.00009266422,0.0005282759,0.000030395557],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[3.2603268e-7,0.00005610695,0.0004960803,0.18761724,0.000048536072,0.0000018491126,0.0037505007,2.195268e-8,1.1064273e-11,0.030389072,0.004863599,0.77277666],"study_design_scores_gemma":[0.00004515672,0.00004564018,0.00024790753,0.038512286,0.00011470951,4.648688e-7,0.0020334134,0.0000021566268,3.119908e-10,0.00018411482,0.95859337,0.00022077646],"about_ca_topic_score_codex":0.025122376,"about_ca_topic_score_gemma":0.0049176067,"teacher_disagreement_score":0.95372975,"about_ca_system_score_codex":0.000828682,"about_ca_system_score_gemma":0.004034269,"threshold_uncertainty_score":0.99994534},"labels":[],"label_agreement":null},{"id":"W2103936380","doi":"10.1146/annurev-publhealth-031811-124540","title":"Advertising of Prescription-Only Medicines to the Public: Does Evidence of Benefit Counterbalance Harm?","year":2012,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":76,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Harm; Scrutiny; Medical prescription; Direct-to-consumer advertising; Causality (physics); Medicine; Public health; Public economics; Health care; Business; Family medicine; Psychology; Nursing; Economics; Political science","score_opus":0.5564649027992554,"score_gpt":0.6081295504974032,"score_spread":0.051664647698147825,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2103936380","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000023708793,0.934309,0.000048933045,0.05842712,0.0019609365,0.0032260537,0.0016224936,0.00003612078,0.00034564172],"genre_scores_gemma":[0.0014833794,0.977273,0.00006572052,0.019573735,0.0008367622,0.00023372337,0.00012818264,0.000051841707,0.00035364312],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9884761,0.0045989472,0.0039627943,0.0006283673,0.00092403794,0.0014097745],"domain_scores_gemma":[0.9902022,0.0025373688,0.0030777806,0.0009777085,0.0016088325,0.0015961177],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.016723499,0.0006518276,0.003964593,0.00029413935,0.00025827633,0.000016307971,0.0017764695,0.0007778445,0.0012932447],"category_scores_gemma":[0.0034815453,0.00037604594,0.00064993044,0.0015186418,0.0005552868,0.00063523615,0.00040462476,0.002518232,0.000055802615],"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":[0.000012396773,0.00021176417,0.0002317294,0.29902238,0.0002061703,0.0000015499594,0.0004789441,1.1819112e-7,0.0000010433466,0.0018027294,0.017749203,0.68028194],"study_design_scores_gemma":[0.00014857654,0.0002584293,0.00007225872,0.1265122,0.0006690765,0.000054081553,0.00015761684,0.000003235934,0.000004893191,0.000017404496,0.87185144,0.00025077796],"about_ca_topic_score_codex":0.00015675048,"about_ca_topic_score_gemma":0.00008014984,"teacher_disagreement_score":0.85410225,"about_ca_system_score_codex":0.0003103074,"about_ca_system_score_gemma":0.0043192934,"threshold_uncertainty_score":0.99986917},"labels":[{"model":"gpt","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high"},{"model":"grok","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high"},{"model":"opus","categories":["metaepi_broad"],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"medium"}],"label_agreement":"split"},{"id":"W2105385001","doi":"10.1146/annurev-publhealth-031912-114358","title":"The Impact of Labor Policies on the Health of Young Children in the Context of Economic Globalization","year":2013,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":30,"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","funders":"","keywords":"Context (archaeology); Breastfeeding; Globalization; Health care; Work (physics); Parental leave; Early childhood; Medicine; Psychology; Nursing; Economic growth; Developmental psychology; Political science; Pediatrics; Economics","score_opus":0.10257697492830833,"score_gpt":0.49461174893040327,"score_spread":0.39203477400209497,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2105385001","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00048763654,0.9537373,0.0000021667631,0.03276329,0.00025625783,0.009343052,0.0028409583,0.000011018049,0.0005583132],"genre_scores_gemma":[0.0033007707,0.9875434,0.000005065497,0.008409843,0.00024404615,0.00008354438,0.00032033224,0.000044181274,0.000048807196],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98069507,0.011743633,0.005511103,0.00037399156,0.00059714715,0.0010790268],"domain_scores_gemma":[0.98620754,0.0027329305,0.008837945,0.0014463695,0.00050583645,0.00026938375],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.018247867,0.0004963524,0.003948223,0.00023763752,0.00047711312,0.000011988906,0.0014606842,0.00023792117,0.00010458014],"category_scores_gemma":[0.0017490836,0.00020719552,0.000821983,0.0010713927,0.0003198303,0.00013949112,0.00017567178,0.0011570755,0.00003235838],"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":[0.0000066186954,0.0002549337,0.002117791,0.15353468,0.00013557168,4.313989e-8,0.005399239,2.0642501e-7,6.476293e-9,0.059625566,0.100835,0.67809033],"study_design_scores_gemma":[0.00037564494,0.00083377084,0.019328034,0.20602503,0.000052789725,0.000005576784,0.004696623,0.0000017952393,2.6243683e-8,0.0001037866,0.7683816,0.00019532822],"about_ca_topic_score_codex":0.03125635,"about_ca_topic_score_gemma":0.0016317911,"teacher_disagreement_score":0.677895,"about_ca_system_score_codex":0.0010279345,"about_ca_system_score_gemma":0.017023072,"threshold_uncertainty_score":0.9885495},"labels":[],"label_agreement":null},{"id":"W2108856879","doi":"10.1146/annurev-publhealth-031914-122802","title":"Cross-Sector Partnerships and Public Health: Challenges and Opportunities for Addressing Obesity and Noncommunicable Diseases Through Engagement with the Private Sector","year":2015,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Global Public Health Policies and Epidemiology","field":"Business, Management and Accounting","cited_by":105,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Michael Smith Health Research BC; Simon Fraser University","funders":"","keywords":"Private sector; General partnership; Public health; Public sector; Public relations; Business; Economic growth; Public–private partnership; Political science; Environmental health; Medicine; Economics; Nursing; Finance","score_opus":0.6517214874778865,"score_gpt":0.46679147396725784,"score_spread":0.18493001351062865,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2108856879","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000033954337,0.7622209,0.000034675504,0.23400256,0.00011382297,0.0026628089,0.00032310485,0.00006550322,0.0005426189],"genre_scores_gemma":[0.00007678389,0.94112396,0.00019627697,0.056920685,0.0006349278,0.00048094013,0.0004423101,0.000072672396,0.000051424162],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99331033,0.0019809885,0.0018338534,0.0007669021,0.00047570438,0.0016321957],"domain_scores_gemma":[0.99361247,0.0013403242,0.0028880753,0.0008985928,0.00075864827,0.0005018979],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.019415753,0.000718238,0.0038687177,0.00022855082,0.0010551515,0.00046049067,0.000694322,0.00021744681,0.000026286763],"category_scores_gemma":[0.002107196,0.000432265,0.00020396798,0.0003961123,0.0007984425,0.0017013754,0.0010190448,0.00061363657,0.0000024554581],"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":[0.0000032092612,0.00007826635,0.000047866888,0.31603134,0.00010563598,8.4261984e-7,0.00022302562,2.9900736e-8,2.0398282e-10,0.03636463,0.061030094,0.58611506],"study_design_scores_gemma":[0.00035075968,0.00019635138,0.00021136491,0.024428291,0.00014603518,0.000016909664,0.0017349974,0.000013228198,2.337959e-10,0.00020692832,0.97233754,0.0003575769],"about_ca_topic_score_codex":0.0012944365,"about_ca_topic_score_gemma":0.00027631558,"teacher_disagreement_score":0.91130745,"about_ca_system_score_codex":0.00020446819,"about_ca_system_score_gemma":0.0023888783,"threshold_uncertainty_score":0.9998129},"labels":[],"label_agreement":null},{"id":"W2110313855","doi":"10.1146/annurev-publhealth-032013-182500","title":"Precarious Employment: Understanding an Emerging Social Determinant of Health","year":2014,"lang":"en","type":"article","venue":"Annual Review of Public Health","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":1322,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Social determinants of health; Popularity; Health equity; Strengths and weaknesses; Inequality; Equity (law); Political science; Economic growth; Sociology; Health care; Psychology; Economics; Social psychology","score_opus":0.25908204894118997,"score_gpt":0.5028022391428941,"score_spread":0.24372019020170416,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2110313855","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":[0.04918334,0.25016537,0.025804628,0.6385705,0.0033012445,0.009998664,0.00063148024,0.00059683697,0.021747937],"genre_scores_gemma":[0.912541,0.067331955,0.00028077993,0.018751422,0.00040931348,0.00012476416,0.000114241826,0.00006382749,0.00038273557],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99191624,0.0038399016,0.002199515,0.00036024782,0.0005765196,0.0011075668],"domain_scores_gemma":[0.9966386,0.00033279098,0.0019260002,0.0003864614,0.00037368617,0.00034248206],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.012926065,0.00024174083,0.001420749,0.0001833878,0.00133306,0.0000053660992,0.00031098226,0.000095723044,0.00012513534],"category_scores_gemma":[0.0006497754,0.00019965315,0.00016708772,0.0004703025,0.00013186829,0.0003115692,0.00018796153,0.0003664722,0.000011390953],"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":[0.000011784719,0.00036814398,0.031237848,0.06461606,0.00011548246,6.06359e-7,0.08314234,1.2047127e-7,0.000002961063,0.0987866,0.057134174,0.66458386],"study_design_scores_gemma":[0.0013256796,0.0021111926,0.04427075,0.021152489,0.000043587268,0.000001845367,0.026182381,0.000020302381,0.0000015522908,0.0024153686,0.90201867,0.0004561748],"about_ca_topic_score_codex":0.0021055879,"about_ca_topic_score_gemma":0.00079744775,"teacher_disagreement_score":0.8633576,"about_ca_system_score_codex":0.0005394088,"about_ca_system_score_gemma":0.001508963,"threshold_uncertainty_score":0.9999671},"labels":[],"label_agreement":null},{"id":"W2114837964","doi":"10.1146/annurev-publhealth-031210-101234","title":"Social Determinants and the Decline of Cardiovascular Diseases: Understanding the Links","year":2011,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":175,"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","funders":"","keywords":"Disease; Social determinants of health; Cardiovascular health; Gerontology; Medicine; Public health; Environmental health; Pathology","score_opus":0.22494025929548683,"score_gpt":0.46000657358824326,"score_spread":0.23506631429275643,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2114837964","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[3.8262377e-7,0.976015,0.0001001797,0.02006416,0.00025045383,0.002196077,0.00021440277,0.000014255301,0.0011451141],"genre_scores_gemma":[0.00007737489,0.9933174,0.000011621257,0.005983462,0.00040422942,0.00009759758,0.000016017913,0.000024398556,0.00006786666],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9904983,0.005979627,0.0016648484,0.00030129176,0.00078670104,0.00076920504],"domain_scores_gemma":[0.9957599,0.0016852578,0.0014093427,0.0005225356,0.00023690425,0.000386081],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02185361,0.00028202144,0.003745262,0.00008003134,0.0010337398,0.00004566016,0.00089267845,0.0002889198,0.00005014305],"category_scores_gemma":[0.0033585983,0.00013908799,0.0014980128,0.00062856474,0.0014639053,0.00016201568,0.0002565089,0.0005638867,0.00000342531],"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":[9.1757806e-7,0.000017020475,0.000020478245,0.16405922,0.00016130651,4.6181538e-7,0.0034598412,1.2491769e-9,1.5324015e-12,0.08164444,0.0026392797,0.74799705],"study_design_scores_gemma":[0.00015429854,0.000021065096,0.00004898611,0.03427258,0.0005912245,0.0000021541507,0.003229992,1.5321574e-7,1.5006123e-10,0.00065399526,0.96090806,0.00011749966],"about_ca_topic_score_codex":0.009470206,"about_ca_topic_score_gemma":0.00092123164,"teacher_disagreement_score":0.95826876,"about_ca_system_score_codex":0.00028213282,"about_ca_system_score_gemma":0.005677044,"threshold_uncertainty_score":0.9999598},"labels":[],"label_agreement":null},{"id":"W2115060345","doi":"10.1146/annurev.publhealth.27.021405.102141","title":"MEASURING POPULATION HEALTH: A Review of Indicators","year":2005,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":161,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institute for Clinical Evaluative Sciences; Canadian Institutes of Health Research; Institute of Population and Public Health; University of Toronto; University of Sudbury","funders":"World Bank Group","keywords":"Comparability; Population health; Population; Health indicator; Environmental health; Social determinants of health; Public health; Socioeconomic status; Health equity; Health policy; Health care; Transparency (behavior); Geography; Medicine; Political science","score_opus":0.46418536206493166,"score_gpt":0.5609174910911371,"score_spread":0.09673212902620543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2115060345","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[2.252019e-7,0.9598104,0.000024155172,0.025865491,0.0007107099,0.009809413,0.0016609709,0.00011106976,0.0020075638],"genre_scores_gemma":[0.0000028293978,0.9619433,0.0006946722,0.032777485,0.0005704393,0.00067468797,0.0030251166,0.0001113987,0.00020004167],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.97346675,0.011174513,0.011013293,0.0008681806,0.0016471704,0.0018301023],"domain_scores_gemma":[0.9808621,0.0010735771,0.014052546,0.0015547882,0.0010482947,0.0014087062],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.027058976,0.00078195625,0.009079204,0.0012306622,0.0009390954,0.000006303743,0.0010348734,0.00067317183,0.001420244],"category_scores_gemma":[0.0054019624,0.00066749624,0.0012459249,0.0034257814,0.00012859271,0.00045426743,0.0003499613,0.00242844,0.00030061576],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[4.6535263e-7,0.00008224112,0.000032304422,0.48735067,0.000046119687,2.085693e-7,0.00047362497,7.884814e-9,8.567824e-11,0.0027595835,0.0358456,0.47340915],"study_design_scores_gemma":[0.00009503287,0.00010748935,0.000094023104,0.47682413,0.000116130774,0.000003293585,0.00008408443,1.5862717e-7,3.759395e-10,0.000011302314,0.52247524,0.00018907923],"about_ca_topic_score_codex":0.002466277,"about_ca_topic_score_gemma":0.00036300803,"teacher_disagreement_score":0.48662966,"about_ca_system_score_codex":0.0019911001,"about_ca_system_score_gemma":0.019259775,"threshold_uncertainty_score":0.999873},"labels":[],"label_agreement":null},{"id":"W2116190278","doi":"10.1146/annurev-publhealth-031210-101141","title":"Ecological Models Revisited: Their Uses and Evolution in Health Promotion Over Two Decades","year":2011,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Community Health and Development","field":"Health Professions","cited_by":604,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; University of Alberta; Université de Montréal","funders":"Canadian Institutes of Health Research","keywords":"Social ecological model; Enthusiasm; Health promotion; Promotion (chess); Conceptual model; Ecology; Ecological health; Public health; Ecological psychology; Management science; Environmental resource management; Political science; Computer science; Psychology; Medicine; Environmental science; Biology; Politics; Engineering; Ecosystem; Nursing","score_opus":0.3580545603918157,"score_gpt":0.5363520659592818,"score_spread":0.17829750556746604,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2116190278","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000021595473,0.98134696,0.00024439083,0.006698389,0.0002713549,0.009778204,0.00038600815,0.00009725038,0.0011558147],"genre_scores_gemma":[0.00009042223,0.98812795,0.00071759074,0.009107064,0.000148257,0.0010324947,0.0005820963,0.00006593374,0.00012819866],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9743764,0.016845439,0.005662216,0.00080060377,0.0004752533,0.0018401289],"domain_scores_gemma":[0.991621,0.0016190738,0.0039382232,0.0010063526,0.00052486005,0.0012904843],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.025895039,0.0007110362,0.005350976,0.00082445703,0.00076274935,0.000013413495,0.0006359711,0.0005836792,0.00035901618],"category_scores_gemma":[0.0022276642,0.0005049295,0.00032930492,0.0015253728,0.00013798097,0.0005289181,0.00063284993,0.0026951462,0.000061594896],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000021363903,0.00025667297,0.00018829343,0.39582813,0.000018192335,5.634738e-7,0.0012026647,1.495288e-8,4.8815e-10,0.014932784,0.0046420833,0.5829285],"study_design_scores_gemma":[0.00028463904,0.00036489655,0.001460214,0.26866475,0.000019537203,0.000010200713,0.00034928753,0.000004761092,4.1537718e-10,0.0012118228,0.72737914,0.00025077022],"about_ca_topic_score_codex":0.0036052591,"about_ca_topic_score_gemma":0.0014952193,"teacher_disagreement_score":0.722737,"about_ca_system_score_codex":0.0026465617,"about_ca_system_score_gemma":0.020594126,"threshold_uncertainty_score":0.99974024},"labels":[],"label_agreement":null},{"id":"W2117228484","doi":"10.1146/annurev.publhealth.23.100901.140532","title":"Gambling and Related Mental Disorders: A Public Health Analysis","year":2002,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":537,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Public health; Mental health; Perspective (graphical); Epidemiology; Psychiatry; Psychology; Environmental health; Medicine; Nursing","score_opus":0.31522116083661417,"score_gpt":0.5161190438694329,"score_spread":0.2008978830328187,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2117228484","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000095685755,0.9853434,0.000026103578,0.00825372,0.0005499602,0.0028195574,0.0010662306,0.00012573187,0.0018057403],"genre_scores_gemma":[0.00012578035,0.99415356,0.00014212463,0.0012651271,0.00005565528,0.00034697217,0.0026448362,0.00011364286,0.0011523176],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9889314,0.0037853399,0.003542747,0.0013469206,0.0007440145,0.0016495388],"domain_scores_gemma":[0.9936318,0.00027671427,0.0031128342,0.0013816385,0.00021631185,0.0013807418],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0066013094,0.00089707103,0.0064462177,0.0017176061,0.00031724034,0.00009159172,0.0006173897,0.00043035558,0.0022499077],"category_scores_gemma":[0.00032998636,0.000721826,0.0016575945,0.005072333,0.00019538504,0.0003215287,0.00019094264,0.0008702611,0.0002454039],"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":[4.2591995e-7,0.00082350156,0.00020848616,0.054255728,0.0023608052,0.000006457606,0.0018141473,2.5059192e-9,1.7951862e-10,0.0007017496,0.0070839208,0.9327448],"study_design_scores_gemma":[0.00042233407,0.00044624574,0.00043479324,0.02375588,0.001679819,0.00008549912,0.00035132188,6.994555e-7,2.1504784e-10,0.000008684945,0.97241277,0.00040193883],"about_ca_topic_score_codex":0.001313343,"about_ca_topic_score_gemma":0.00010935757,"teacher_disagreement_score":0.9653289,"about_ca_system_score_codex":0.00060146383,"about_ca_system_score_gemma":0.0014753798,"threshold_uncertainty_score":0.9995233},"labels":[],"label_agreement":null},{"id":"W2118690430","doi":"10.1146/annurev-publhealth-031912-114413","title":"The Impact of Toxins on the Developing Brain","year":2015,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Heavy Metal Exposure and Toxicity","field":"Environmental Science","cited_by":187,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BC Children's Hospital; Child and Family Research Institute; Simon Fraser University; University of British Columbia","funders":"","keywords":"Brain development; Vulnerability (computing); Brain function; Public health; Population; Environmental health; Medicine; Biology; Neuroscience; Computer security; Pathology; Computer science","score_opus":0.15832382522142258,"score_gpt":0.441679416732554,"score_spread":0.28335559151113143,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2118690430","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00000932202,0.98137194,0.000027809474,0.010618795,0.00009095165,0.0014808588,0.00015274789,0.000011260679,0.0062362924],"genre_scores_gemma":[0.000020795276,0.99669075,0.00005627183,0.0027738574,0.00006152386,0.000059487837,0.000023821864,0.00002616911,0.00028734654],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9936072,0.0029775605,0.0015937532,0.00033653877,0.00084509637,0.0006398211],"domain_scores_gemma":[0.99583954,0.0013558605,0.0014180696,0.0009457339,0.00008094996,0.00035987722],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.020258637,0.00036897763,0.0020007112,0.000044613338,0.00020048172,0.000023240384,0.0011590045,0.00012579659,0.0003048172],"category_scores_gemma":[0.0041217213,0.0001486286,0.00078944355,0.0010685796,0.0003109336,0.00014688987,0.00031494276,0.0004787992,0.0002944334],"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":[3.7397683e-7,0.00003710148,0.000003389391,0.011356027,0.00004607246,3.5992167e-7,0.00009446465,7.7322156e-8,1.535348e-8,0.0012993489,0.084837824,0.902325],"study_design_scores_gemma":[0.000028237951,0.00028504475,0.00010058153,0.020626016,0.000021357222,0.000008586185,0.000024638632,4.005151e-7,9.824537e-8,0.000083829305,0.9786875,0.00013368885],"about_ca_topic_score_codex":0.0007896856,"about_ca_topic_score_gemma":0.00006276258,"teacher_disagreement_score":0.9021913,"about_ca_system_score_codex":0.0007844815,"about_ca_system_score_gemma":0.0030201937,"threshold_uncertainty_score":0.70212793},"labels":[],"label_agreement":null},{"id":"W2122088182","doi":"10.1146/annurev-publhealth-032315-021507","title":"Rural Health Care Access and Policy in Developing Countries","year":2015,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":322,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Laurentian University; NOSM University","funders":"","keywords":"Health care; Developing country; Health policy; Health equity; Life expectancy; Equity (law); Rural area; Workforce; Economic growth; Business; Rural health; HRHIS; International health; Health education; Medicine; Environmental health; Nursing; Political science; Population; Economics","score_opus":0.20682401121377122,"score_gpt":0.5922267144441685,"score_spread":0.38540270323039727,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2122088182","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000015855969,0.91788,0.000012361332,0.069556236,0.00059261755,0.008225063,0.0011462702,0.00010994771,0.002475911],"genre_scores_gemma":[0.0000015661417,0.9381758,0.00038290198,0.0587302,0.00056688156,0.00071523566,0.0010844673,0.00011732198,0.00022563388],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98015445,0.008725382,0.006226634,0.00084122666,0.001080259,0.002972024],"domain_scores_gemma":[0.98986864,0.0010136556,0.0047594905,0.0010273585,0.0014987763,0.0018321077],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.014762446,0.0009246999,0.008343177,0.0010539176,0.0007021433,0.000042687137,0.0012527409,0.00067711144,0.00009973118],"category_scores_gemma":[0.0025111628,0.0007382497,0.00027874185,0.0031470135,0.00022238877,0.00072653213,0.0010515841,0.001830016,0.00013119042],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000011770808,0.000011356405,0.00011027531,0.45093983,0.000013985518,0.000001338067,0.0030930284,4.24255e-9,6.479694e-12,0.007677665,0.041309632,0.4968417],"study_design_scores_gemma":[0.00020371513,0.00011173895,0.000055584827,0.39217392,0.000018514484,0.000009402701,0.0026601448,5.4315628e-8,2.1453524e-10,0.00004144636,0.60445976,0.0002656965],"about_ca_topic_score_codex":0.015055287,"about_ca_topic_score_gemma":0.0032925154,"teacher_disagreement_score":0.56315017,"about_ca_system_score_codex":0.0081327,"about_ca_system_score_gemma":0.10923417,"threshold_uncertainty_score":0.99950683},"labels":[],"label_agreement":null},{"id":"W2134396184","doi":"10.1146/annurev.publhealth.21.1.271","title":"The Effects of Changing Weather on Public Health","year":2000,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":225,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Vancouver Hospital and Health Sciences Centre; University of Ottawa; University of British Columbia","funders":"","keywords":"Climate change; Extreme weather; Public health; Environmental science; Population; Vulnerability (computing); Global warming; Geography; Population health; Global change; Climatology; Effects of global warming; Environmental health; Natural resource economics; Ecology; Biology; Medicine; Economics","score_opus":0.12869265810534178,"score_gpt":0.4171322356046747,"score_spread":0.2884395774993329,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2134396184","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000025756453,0.9653484,0.000006568413,0.027112579,0.00034705456,0.0035853554,0.0002133307,0.00003849257,0.0033456392],"genre_scores_gemma":[0.000004380009,0.9820322,0.0000328891,0.016696705,0.000185528,0.0002310153,0.00014507273,0.00008068051,0.00059155445],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9912047,0.0025103942,0.0023774554,0.0006355714,0.0010933201,0.0021785637],"domain_scores_gemma":[0.99347514,0.0013369956,0.0026277527,0.001216893,0.00005094209,0.0012922732],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.012138878,0.0005986123,0.0034150167,0.00027352062,0.00049209484,0.00003997754,0.0010353513,0.00020110837,0.0009864236],"category_scores_gemma":[0.0015264046,0.00036154065,0.0006263362,0.0019018252,0.00026769796,0.0002535296,0.0002893516,0.00063817296,0.0005205882],"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":[5.333564e-7,0.00011935913,0.000002804015,0.20393915,0.000018760804,0.0000010165419,0.00061580946,7.636112e-9,3.2255396e-9,0.0002617126,0.03873737,0.7563035],"study_design_scores_gemma":[0.000098605036,0.0007241703,0.00002314898,0.12972963,0.000027314269,0.00001267015,0.0000855517,3.2467014e-7,2.8042338e-8,0.00001454972,0.8690845,0.00019955041],"about_ca_topic_score_codex":0.00037416248,"about_ca_topic_score_gemma":0.00007837204,"teacher_disagreement_score":0.83034706,"about_ca_system_score_codex":0.0011020905,"about_ca_system_score_gemma":0.0017174268,"threshold_uncertainty_score":0.9999268},"labels":[],"label_agreement":null},{"id":"W2134823012","doi":"10.1146/annurev.publhealth.29.091307.083824","title":"The Value and Challenges of Participatory Research: Strengthening Its Practice","year":2008,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":1456,"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; Douglas Mental Health University Institute","funders":"","keywords":"Bridging (networking); Context (archaeology); Participatory action research; Public health; Citizen journalism; Public relations; Medicine; Political science; Engineering ethics; Sociology; Nursing; Computer science; Engineering","score_opus":0.9550347801311267,"score_gpt":0.7732706266159587,"score_spread":0.18176415351516806,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2134823012","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000011222471,0.8843874,0.00000462587,0.108329654,0.0002529483,0.0041166428,0.00029533997,0.000024222318,0.002588051],"genre_scores_gemma":[0.0000054172824,0.98985475,0.0002412188,0.008444193,0.00026421234,0.0009860502,0.000014221774,0.00004959185,0.000140317],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.92248404,0.06526879,0.006516184,0.00076253037,0.0024334397,0.002534997],"domain_scores_gemma":[0.9338098,0.055169415,0.005589096,0.0011675414,0.003120923,0.0011431886],"candidate_categories":["metaresearch","sts"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.101826295,0.00035551251,0.0027416283,0.00040153053,0.0018859091,0.000011798769,0.00097573776,0.00026992467,0.00006476445],"category_scores_gemma":[0.113111384,0.00022475736,0.00021388993,0.0015953359,0.00064141257,0.00052999007,0.00057237025,0.0020783835,0.00011330141],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[7.310045e-7,0.000022793893,0.000001286694,0.28565904,0.000028218998,7.588293e-7,0.0072146254,2.0573316e-9,1.6562909e-9,0.020387925,0.020064274,0.6666203],"study_design_scores_gemma":[0.0001066558,0.00020798072,0.000020233752,0.11285327,0.000032698717,0.000015597967,0.008232959,5.4971883e-7,9.4262775e-9,0.000022472062,0.87839043,0.0001171657],"about_ca_topic_score_codex":0.00037985097,"about_ca_topic_score_gemma":0.000077790464,"teacher_disagreement_score":0.85832614,"about_ca_system_score_codex":0.00049498084,"about_ca_system_score_gemma":0.028561853,"threshold_uncertainty_score":0.9994135},"labels":[],"label_agreement":null},{"id":"W2138723475","doi":"10.1146/annurev-publhealth-031210-101153","title":"New Directions in Toxicity Testing","year":2011,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Carcinogens and Genotoxicity Assessment","field":"Biochemistry, Genetics and Molecular Biology","cited_by":109,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"National Center for GM Crops; Natural Sciences and Engineering Research Council of Canada; National Institute of Environmental Health Sciences; University of Ottawa","keywords":"Context (archaeology); Risk assessment; Toxicity; Human health; Identification (biology); Adverse Outcome Pathway; Test strategy; Risk analysis (engineering); Computer science; Medicine; Environmental health; Computational biology; Biology; Computer security","score_opus":0.1157963933508283,"score_gpt":0.40271579978837946,"score_spread":0.28691940643755115,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2138723475","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000030471683,0.99580073,0.00031813153,0.00026022515,0.00014075445,0.0009967451,0.00020114917,0.00001042647,0.0022687686],"genre_scores_gemma":[0.000004352235,0.9966244,0.0014506365,0.00083729124,0.00023268472,0.00007450179,0.00031673498,0.000036272075,0.00042310628],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9970393,0.0005888498,0.0011967678,0.00050376577,0.00017239839,0.000498926],"domain_scores_gemma":[0.998077,0.000048460024,0.00072198495,0.0006036829,0.00019065471,0.0003582529],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0021529798,0.00032871688,0.0016441407,0.00015787044,0.000053620235,0.000011287261,0.000364731,0.00022426392,0.00007546847],"category_scores_gemma":[0.00083952345,0.00028130048,0.0004409432,0.0007174616,0.000036115995,0.00000642519,0.00020999934,0.00027731401,0.000013259064],"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":[2.476854e-7,0.00007267346,0.000012823642,0.056403793,0.000036906167,7.5431143e-7,0.000020668647,9.640792e-9,0.0000014940598,0.00010389328,0.007876405,0.93547034],"study_design_scores_gemma":[0.00006183905,0.00023924744,0.000047355228,0.03282089,0.000043324344,0.000031949545,0.000014233776,7.39181e-8,0.000001986754,0.0000055936757,0.9665241,0.0002094065],"about_ca_topic_score_codex":0.0008432624,"about_ca_topic_score_gemma":0.000375447,"teacher_disagreement_score":0.95864767,"about_ca_system_score_codex":0.00011904424,"about_ca_system_score_gemma":0.0048135007,"threshold_uncertainty_score":0.99996394},"labels":[],"label_agreement":null},{"id":"W2142074194","doi":"10.1146/annurev-publhealth-031210-100700","title":"Administrative Record Linkage as a Tool for Public Health Research","year":2011,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":333,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Socioeconomic status; Public health; Confidentiality; Residence; Record linkage; Environmental health; Data collection; Linkage (software); Social determinants of health; Population; Business; Medicine; Political science; Nursing; Sociology","score_opus":0.6492955305509095,"score_gpt":0.6051086148149465,"score_spread":0.044186915735963006,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2142074194","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[3.266368e-7,0.8561082,0.00009341394,0.11982238,0.00081270153,0.009663481,0.0010189405,0.0000886656,0.0123919165],"genre_scores_gemma":[0.0000017175317,0.9645507,0.0011138418,0.026031679,0.0010474884,0.0018815382,0.0004377836,0.00009889026,0.0048363986],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9685568,0.018440599,0.004877839,0.0012704071,0.0019643097,0.004890022],"domain_scores_gemma":[0.9838967,0.005396593,0.0031491434,0.0012242467,0.0027844808,0.0035488806],"candidate_categories":["metaresearch","metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.09971859,0.00066105655,0.0057949354,0.00069957535,0.0019605667,0.00023000815,0.0020116451,0.0006578864,0.0011742368],"category_scores_gemma":[0.03596122,0.00054192194,0.001321578,0.002795923,0.0007908232,0.0007682899,0.00027869988,0.0016767179,0.000265894],"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":[8.578833e-7,0.00011457908,0.0000047949143,0.24922585,0.000040050076,9.1847465e-7,0.0037341355,3.9929757e-11,1.5825598e-11,0.11333163,0.08950133,0.54404587],"study_design_scores_gemma":[0.000120406796,0.00082624174,0.000014041574,0.10123069,0.000026805701,0.000004853877,0.0040451386,3.3826225e-8,1.007221e-9,0.00038644142,0.89299864,0.00034673195],"about_ca_topic_score_codex":0.024712993,"about_ca_topic_score_gemma":0.0067604794,"teacher_disagreement_score":0.8034973,"about_ca_system_score_codex":0.0023014634,"about_ca_system_score_gemma":0.13082185,"threshold_uncertainty_score":0.9997388},"labels":[],"label_agreement":null},{"id":"W2142967451","doi":"10.1146/annurev-publhealth-031811-124603","title":"How Society Shapes the Health Gradient: Work-Related Health Inequalities in a Comparative Perspective","year":2012,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":74,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; Institute of Population and Public Health; Learning Partnership; Institute of Health Services and Policy Research; Public Health Ontario; University of British Columbia","funders":"","keywords":"Unemployment; Inequality; Receipt; Capitalism; Work (physics); Perspective (graphical); Demographic economics; Economics; Sociology; Economic growth; Political science; Politics","score_opus":0.3718086378001355,"score_gpt":0.526216962590944,"score_spread":0.15440832479080846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2142967451","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000012105696,0.7492359,0.000018386005,0.23988177,0.00054716965,0.008334421,0.00076135393,0.00009936724,0.001120379],"genre_scores_gemma":[0.0000823921,0.97295797,0.000071811926,0.022044044,0.00046364902,0.0016964,0.00055285124,0.00010426324,0.002026622],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.969644,0.020054922,0.0051298877,0.00097020826,0.0010605309,0.003140463],"domain_scores_gemma":[0.9871503,0.0027299642,0.007265628,0.0008932828,0.0010155146,0.0009452987],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.026214527,0.0011325233,0.00917986,0.00037959902,0.0019615581,0.00003733603,0.001010515,0.00042899812,0.00016199569],"category_scores_gemma":[0.0008927466,0.00068517064,0.0014197748,0.0031486321,0.00052869663,0.00053556776,0.0006221455,0.0035451301,0.00009101182],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000023700695,0.00021121505,0.00013429545,0.2580217,0.00039607912,3.2376283e-7,0.12221936,8.282947e-9,7.171953e-11,0.035621494,0.12484523,0.4585479],"study_design_scores_gemma":[0.00027957276,0.00031421555,0.00027821248,0.18196155,0.00008204341,0.000002471673,0.062275995,1.7996103e-7,1.8655233e-10,0.00013057432,0.7543349,0.00034027177],"about_ca_topic_score_codex":0.0064010825,"about_ca_topic_score_gemma":0.0019998793,"teacher_disagreement_score":0.62948966,"about_ca_system_score_codex":0.00454686,"about_ca_system_score_gemma":0.01402137,"threshold_uncertainty_score":0.99955994},"labels":[],"label_agreement":null},{"id":"W2143819964","doi":"10.1146/annurev.publhealth.28.021406.144128","title":"Seasonality of Infectious Diseases","year":2007,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":384,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children","funders":"National Institute of Allergy and Infectious Diseases","keywords":"Seasonality; Infectious disease (medical specialty); Disease; Context (archaeology); Public health; Biology; Geography; Environmental health; Ecology; Medicine; Pathology","score_opus":0.5098912034070738,"score_gpt":0.5767033553180528,"score_spread":0.066812151910979,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2143819964","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[7.9383534e-7,0.9930941,0.0006225248,0.0019462133,0.0001278074,0.0019982613,0.0011376382,0.00009270393,0.0009799629],"genre_scores_gemma":[0.0000049983764,0.9956425,0.0004185225,0.003416716,0.00016682585,0.00012417632,0.0001139995,0.000040697607,0.00007157207],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9907159,0.0033351819,0.003858158,0.0005750412,0.0007324506,0.0007832409],"domain_scores_gemma":[0.98191774,0.011740452,0.0040903636,0.0009621105,0.0007234561,0.00056588405],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.015855798,0.0005558466,0.008281659,0.00007869859,0.00009148013,0.0000064822048,0.0006050388,0.00025144155,0.0002076207],"category_scores_gemma":[0.07253232,0.00035944217,0.0016097705,0.0011915924,0.00028679764,0.00010173998,0.00041736924,0.00050492864,0.000025729049],"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":[2.3242299e-7,0.00017167183,0.00012332431,0.43436995,0.000114884504,8.983382e-7,0.000019464396,1.0453253e-9,7.861284e-11,0.012712944,0.020509807,0.5319768],"study_design_scores_gemma":[0.00005948396,0.00014453006,0.0001627822,0.13009524,0.00033452152,0.0000059030444,0.000012454502,5.3205895e-8,1.4961732e-9,0.0032685287,0.8657092,0.00020733253],"about_ca_topic_score_codex":0.00022560815,"about_ca_topic_score_gemma":0.00003277968,"teacher_disagreement_score":0.84519935,"about_ca_system_score_codex":0.00058711995,"about_ca_system_score_gemma":0.002808348,"threshold_uncertainty_score":0.99988574},"labels":[],"label_agreement":null},{"id":"W2154146881","doi":"10.1146/annurev.publhealth.23.100901.140534","title":"Thinking Outside the Box: Recent Advances in the Analysis and Presentation of Uncertainty in Cost-Effectiveness Studies","year":2002,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":411,"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; St. Joseph's Hospital","funders":"","keywords":"Presentation (obstetrics); Computer science; Statistic; Relation (database); Bayesian probability; Data science; Sample size determination; Research design; Risk analysis (engineering); Management science; Medicine; Data mining; Statistics; Economics; Artificial intelligence","score_opus":0.5967329834257609,"score_gpt":0.5631483132679435,"score_spread":0.03358467015781741,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2154146881","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000014132133,0.96684307,0.00017867256,0.02728189,0.00015280566,0.0048044333,0.00043726712,0.0000060115635,0.00028170797],"genre_scores_gemma":[0.000104715706,0.9939841,0.000086387845,0.004702131,0.00006352347,0.0009123481,0.00011825649,0.000018043753,0.000010495763],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9783714,0.010918711,0.00916206,0.0006899406,0.00031640206,0.0005414837],"domain_scores_gemma":[0.98221517,0.008779601,0.007930486,0.00073553366,0.0002413592,0.00009787722],"candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1210687,0.00032001897,0.005729177,0.0008536268,0.00012779924,0.00003846803,0.0006794152,0.00012757808,0.000038955244],"category_scores_gemma":[0.015095394,0.00022019021,0.00038313144,0.0025380256,0.00017770952,0.00053807447,0.000107988744,0.0004264396,0.000014189337],"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":[0.0000010783764,0.000096351745,0.0015013906,0.22122914,0.0003144009,3.5664925e-7,0.0054116067,0.00002773592,9.784634e-11,0.011349179,0.0010970125,0.75897175],"study_design_scores_gemma":[0.00016799194,0.00005489077,0.0023800393,0.03300213,0.00011176546,0.0000023492398,0.003356459,0.000040689712,1.5538504e-9,0.001092249,0.9596259,0.0001655455],"about_ca_topic_score_codex":0.0012909457,"about_ca_topic_score_gemma":0.0019373569,"teacher_disagreement_score":0.9585289,"about_ca_system_score_codex":0.00092075963,"about_ca_system_score_gemma":0.0006033943,"threshold_uncertainty_score":0.9932009},"labels":[],"label_agreement":null},{"id":"W2154704794","doi":"10.1146/annurev.publhealth.012809.103538","title":"How Experience Gets Under the Skin to Create Gradients in Developmental Health","year":2010,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":749,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Sunny Hill Health Centre for Children; Learning Partnership; University of British Columbia","funders":"","keywords":"Life course approach; Early childhood; Child development; Epigenetics; Developmental psychology; Embedding; Function (biology); Psychology; Epigenesis; Biology; Computer science; Evolutionary biology; Artificial intelligence; Genetics; DNA methylation","score_opus":0.13811175819785537,"score_gpt":0.44696847611538126,"score_spread":0.3088567179175259,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2154704794","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00001655601,0.90703887,0.000024310817,0.08748004,0.0006926903,0.0029575701,0.000046575416,0.000028115368,0.001715284],"genre_scores_gemma":[0.000035085715,0.97594213,0.00092087017,0.021151388,0.00019192023,0.0003902089,0.0000830826,0.00003026023,0.0012550447],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9932488,0.0023822829,0.0015377464,0.0006082624,0.0010397916,0.0011831074],"domain_scores_gemma":[0.99675053,0.00028102746,0.0010860339,0.00046044894,0.0003001293,0.0011218437],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.010248998,0.00039558843,0.0018953762,0.00033640466,0.00061491237,0.00017858922,0.0012126599,0.00018161877,0.00012222523],"category_scores_gemma":[0.001700486,0.00026719665,0.0002613697,0.001682554,0.00023384973,0.00037420637,0.00018305174,0.0006776585,0.00009176215],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[1.2451642e-7,0.000075414144,0.000021775424,0.009352168,0.0000113049955,3.9213572e-7,0.053057935,2.345976e-9,4.2553516e-10,0.0022578943,0.008313977,0.926909],"study_design_scores_gemma":[0.000047688107,0.000036413996,0.00068202487,0.03014904,0.0000052408545,0.0000045575416,0.016065218,5.1321734e-9,9.478912e-9,0.000022953152,0.9527583,0.0002285304],"about_ca_topic_score_codex":0.0045687994,"about_ca_topic_score_gemma":0.008784017,"teacher_disagreement_score":0.94444436,"about_ca_system_score_codex":0.0014544238,"about_ca_system_score_gemma":0.031747952,"threshold_uncertainty_score":0.999978},"labels":[],"label_agreement":null},{"id":"W2165206130","doi":"10.1146/annurev.publhealth.012809.103658","title":"Health in All Policies—The Finnish Initiative: Background, Principles, and Current Issues","year":2010,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Global Public Health Policies and Epidemiology","field":"Business, Management and Accounting","cited_by":163,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Declaration; Public health; Charter; Presidency; Political science; European union; Health policy; Work (physics); Economic growth; Health promotion; Environmental health; Public administration; Medicine; Business; Nursing; Economic policy; Politics","score_opus":0.2803374068108178,"score_gpt":0.48134653703093655,"score_spread":0.20100913022011874,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2165206130","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000015326652,0.6933803,0.000008665175,0.3023318,0.00059777143,0.00214012,0.00019486192,0.00004417531,0.0013007696],"genre_scores_gemma":[0.0000010650614,0.82080114,0.00006068363,0.17681985,0.001397804,0.00018884007,0.00063197047,0.000056774697,0.000041871306],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99081206,0.0014516455,0.004295344,0.0008155816,0.0005028716,0.002122483],"domain_scores_gemma":[0.9930476,0.00067616627,0.0044945967,0.0009939718,0.00048687131,0.00030078355],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.02040516,0.0007771794,0.0053574825,0.0006504107,0.00031648285,0.00017993963,0.0011837527,0.00034780832,0.000091889684],"category_scores_gemma":[0.0038317156,0.00051418965,0.00043672268,0.0019117563,0.00038044844,0.00090922066,0.0009132021,0.0018819753,0.00013140382],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[3.0778276e-7,0.00006039751,0.000013549052,0.1662499,0.000015159373,3.5850803e-7,0.0000496966,4.134449e-8,1.0219751e-10,0.035058692,0.25775522,0.5407967],"study_design_scores_gemma":[0.00014441322,0.00004822517,0.00021151511,0.0503229,0.00004180225,0.000016561475,0.00014944434,0.00001054432,9.51883e-11,0.00019217635,0.94853103,0.00033140666],"about_ca_topic_score_codex":0.028406763,"about_ca_topic_score_gemma":0.0020442712,"teacher_disagreement_score":0.6907758,"about_ca_system_score_codex":0.00037468562,"about_ca_system_score_gemma":0.0034447282,"threshold_uncertainty_score":0.99973094},"labels":[],"label_agreement":null},{"id":"W2169459420","doi":"10.1146/annurev-publhealth-032013-182440","title":"Combining the Power of Stories and the Power of Numbers: Mixed Methods Research and Mixed Studies Reviews","year":2013,"lang":"en","type":"article","venue":"Annual Review of Public Health","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":1379,"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","funders":"","keywords":"Multimethodology; Management science; Computer science; Research design; Qualitative research; Mixed model; Data science; Psychology; Sociology; Social science; Mathematics education; Engineering; Machine learning","score_opus":0.7357063473103743,"score_gpt":0.7297938998372766,"score_spread":0.005912447473097715,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2169459420","genre_codex":"commentary","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.067527406,0.42672125,0.00025808887,0.49260482,0.0007668633,0.0096475445,0.00011623699,0.000021840038,0.002335945],"genre_scores_gemma":[0.24449624,0.6938923,0.00753675,0.051988218,0.00008338088,0.0013432992,0.0000059115755,0.000034180273,0.00061973935],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.95738846,0.0365419,0.0035666309,0.0003870241,0.0010200732,0.0010959196],"domain_scores_gemma":[0.9579759,0.032404702,0.003100214,0.0012379013,0.0047115167,0.00056975114],"candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.13889913,0.00018992409,0.001563444,0.00017172453,0.00097615004,0.000015207241,0.0005401349,0.000076935015,0.00026575036],"category_scores_gemma":[0.056127947,0.00009436784,0.0000830373,0.0014089469,0.0021608511,0.00045652702,0.00059808895,0.00071904476,0.00002006224],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016472572,0.0000694695,0.0030057363,0.041471723,0.0000878785,1.1690131e-7,0.33406743,8.925813e-9,0.00001269216,0.060222287,0.441735,0.119311176],"study_design_scores_gemma":[0.0008463453,0.00042902623,0.014127723,0.0070505114,0.000013640691,0.0000023911773,0.20571399,0.0000014095373,0.000008288615,0.0019076959,0.76980287,0.00009611438],"about_ca_topic_score_codex":0.0029584356,"about_ca_topic_score_gemma":0.00024394804,"teacher_disagreement_score":0.4406166,"about_ca_system_score_codex":0.00012092876,"about_ca_system_score_gemma":0.0019146361,"threshold_uncertainty_score":0.9518227},"labels":[],"label_agreement":null},{"id":"W2306059002","doi":"10.1146/annurev-publhealth-032315-021556","title":"Visible and Invisible Trends in Black Men's Health: Pitfalls and Promises for Addressing Racial, Ethnic, and Gender Inequities in Health","year":2015,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Racial and Ethnic Identity Research","field":"Social Sciences","cited_by":203,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"National Center for Advancing Translational Sciences; National Institute of Diabetes and Digestive and Kidney Diseases; National Cancer Institute","keywords":"Health equity; Race and health; Public health; Ethnic group; Social determinants of health; Gerontology; Health care; Socialization; Medicine; Environmental health; Criminology; Psychology; Political science; Social psychology; Nursing","score_opus":0.5324633188348227,"score_gpt":0.5791330765699478,"score_spread":0.04666975773512516,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2306059002","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000022882881,0.9661286,0.0000070350325,0.028736765,0.00008067049,0.0033256467,0.00023357444,0.000023139584,0.0014416868],"genre_scores_gemma":[0.000028400043,0.99649334,0.0001679393,0.0018305196,0.00021412627,0.0002352725,0.00013313825,0.000041327825,0.0008559301],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98936194,0.004864908,0.0024565458,0.0007938235,0.00093933713,0.0015834279],"domain_scores_gemma":[0.9961677,0.0006371358,0.0013636367,0.0003060879,0.00034614658,0.0011792519],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.041742474,0.00042386167,0.0039830552,0.0011342616,0.0004550008,0.00020836823,0.00040499607,0.00031400286,0.000037274855],"category_scores_gemma":[0.0025690836,0.0003662357,0.00016458539,0.0020593277,0.0007776475,0.00090660003,0.00031729153,0.0007086175,0.0000023392402],"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":[0.0000029027194,0.00006575007,0.000028781093,0.21449614,0.000015452764,7.921525e-7,0.016630262,1.4310596e-8,2.3471822e-9,0.0024388295,0.012792985,0.75352806],"study_design_scores_gemma":[0.0004016417,0.00032582151,0.00021791001,0.051830295,0.000015553724,0.0000034126176,0.004531346,0.0000030308795,2.7849094e-9,0.00065557874,0.9417529,0.00026247997],"about_ca_topic_score_codex":0.021757165,"about_ca_topic_score_gemma":0.022782687,"teacher_disagreement_score":0.92895997,"about_ca_system_score_codex":0.00079378654,"about_ca_system_score_gemma":0.013770343,"threshold_uncertainty_score":0.99987894},"labels":[],"label_agreement":null},{"id":"W2336012390","doi":"10.1146/annurev-publhealth-031816-044208","title":"Evaluating the Health Impact of Large-Scale Public Policy Changes: Classical and Novel Approaches","year":2017,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":198,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"National Institute on Minority Health and Health Disparities; National Heart, Lung, and Blood Institute; National Institutes of Health","keywords":"Public health; Regression discontinuity design; Propensity score matching; Health policy; Scale (ratio); Public economics; Environmental health; Dilemma; Public policy; Population health; Instrumental variable; Confounding; Population; Medicine; Econometrics; Economics; Economic growth; Geography; Nursing","score_opus":0.8061730925553892,"score_gpt":0.6594539421113987,"score_spread":0.14671915044399042,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2336012390","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000059541226,0.8790432,0.00010295902,0.10784962,0.000331935,0.006830158,0.004873233,0.000050093797,0.00091283163],"genre_scores_gemma":[0.00007156554,0.9896409,0.0006170933,0.006497586,0.0010043464,0.0007515443,0.0010072485,0.00009377972,0.0003159465],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9812444,0.009242207,0.0047719227,0.00093398074,0.0012419964,0.0025654833],"domain_scores_gemma":[0.98342013,0.0020410263,0.009864668,0.0021294868,0.0009778392,0.0015668375],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.038064364,0.00076338474,0.0061998377,0.00071727776,0.0032243172,0.00004664586,0.0014323987,0.00070277177,0.00019099003],"category_scores_gemma":[0.010284248,0.0004747954,0.0009734967,0.0012919373,0.000529516,0.0004289606,0.00096856285,0.0026868351,0.000041969583],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024356866,0.0002179838,0.000051585288,0.33020508,0.00012555951,1.08232946e-7,0.0034956078,2.4664367e-8,1.771366e-9,0.018708054,0.009760665,0.6374329],"study_design_scores_gemma":[0.00039372983,0.0011523702,0.00041757477,0.1207415,0.00011640353,0.000011469382,0.0012578093,0.000044406446,4.4224405e-10,0.00008374429,0.87552327,0.00025772245],"about_ca_topic_score_codex":0.004551102,"about_ca_topic_score_gemma":0.002131544,"teacher_disagreement_score":0.8657626,"about_ca_system_score_codex":0.0014723871,"about_ca_system_score_gemma":0.053246003,"threshold_uncertainty_score":0.9997704},"labels":[],"label_agreement":null},{"id":"W2529176515","doi":"10.1146/annurev-publhealth-082516-012802","title":"Assessing the Exposome with External Measures: Commentary on the State of the Science and Research Recommendations","year":2017,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":102,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"National Institute of Environmental Health Sciences; National Institutes of Health","keywords":"Exposome; Geolocation; Exposure assessment; Computer science; Data science; Medicine; Environmental health; World Wide Web","score_opus":0.3483529172651749,"score_gpt":0.5047723857360685,"score_spread":0.1564194684708936,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2529176515","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00010748857,0.9002814,0.00006105053,0.09397235,0.00009076524,0.0035752975,0.00013293649,0.000006262918,0.0017724202],"genre_scores_gemma":[0.00063627417,0.9883558,0.00013289503,0.010511245,0.000045838846,0.00021518141,0.000007737068,0.000030995037,0.000063994914],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9873127,0.007041489,0.001165864,0.000744782,0.0028218415,0.0009133598],"domain_scores_gemma":[0.9933589,0.002228448,0.0018671529,0.002021921,0.00018706461,0.0003364862],"candidate_categories":["metaresearch","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.06350991,0.00032643188,0.0010518577,0.00012845623,0.0026345048,0.00021348996,0.0025557897,0.00005052362,0.00013052147],"category_scores_gemma":[0.004074576,0.00013609829,0.00014510532,0.0011913833,0.0045984196,0.0008462518,0.0012993487,0.0014192929,0.00002777417],"study_design_candidate":"design_other","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":[4.522186e-7,0.00006337461,0.000050984978,0.006888035,0.000015751624,5.329251e-7,0.0005874398,1.4757859e-7,3.0103092e-7,0.00006810597,0.0050254217,0.98729944],"study_design_scores_gemma":[0.00005882086,0.00013670117,0.0011092504,0.065700635,0.0000336173,0.000015203908,0.0004167797,0.0000026440212,0.0000010536165,0.00006653281,0.9323363,0.00012248791],"about_ca_topic_score_codex":0.0011017938,"about_ca_topic_score_gemma":0.00011622541,"teacher_disagreement_score":0.98717695,"about_ca_system_score_codex":0.001047856,"about_ca_system_score_gemma":0.0022314915,"threshold_uncertainty_score":0.9986639},"labels":[],"label_agreement":null},{"id":"W2530164615","doi":"10.1146/annurev-publhealth-082516-012737","title":"Informatics and Data Analytics to Support Exposome-Based Discovery for Public Health","year":2017,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":137,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"National Institute of Environmental Health Sciences; National Cancer Institute; National Human Genome Research Institute","keywords":"Exposome; Data science; Public health; Big data; Biomedicine; Translational bioinformatics; Analytics; Informatics; Health informatics; Progressivism; Nutrigenomics; Computer science; Medicine; Engineering ethics; Genomics; Bioinformatics; Environmental health; Biology; Genome; Pathology; Political science; Engineering; Data mining","score_opus":0.35186855168518627,"score_gpt":0.4685267539909443,"score_spread":0.11665820230575802,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2530164615","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000021016388,0.948572,0.018618107,0.017046392,0.00017870145,0.007516513,0.00738896,0.00003850535,0.00063876744],"genre_scores_gemma":[0.000009529148,0.9596775,0.0074231494,0.027363738,0.000114901595,0.0003496917,0.004722421,0.00009997979,0.00023907148],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99026346,0.0012910593,0.00391347,0.0013407313,0.001220211,0.0019710865],"domain_scores_gemma":[0.9883745,0.00072215503,0.0044269883,0.004066539,0.000078049234,0.0023317696],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.026882708,0.00079891866,0.004267568,0.0003515572,0.0006039381,0.00027848542,0.002728113,0.00023925026,0.00021471729],"category_scores_gemma":[0.0049876985,0.0006696073,0.0003752878,0.0007039011,0.0004292616,0.0026149577,0.00206336,0.00064556696,0.00021161808],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[6.153734e-7,0.00010953784,0.0000545512,0.15568176,0.000039497652,9.286048e-7,0.0002022263,2.0131876e-7,2.3876117e-9,0.000054488075,0.026939671,0.8169165],"study_design_scores_gemma":[0.00023704032,0.00063965574,0.00010159556,0.030898597,0.00009671212,0.000015435222,0.00014334734,0.000039957973,1.4049333e-8,0.0000066786347,0.9673286,0.00049236533],"about_ca_topic_score_codex":0.0003514091,"about_ca_topic_score_gemma":0.00020305121,"teacher_disagreement_score":0.9403889,"about_ca_system_score_codex":0.0014934205,"about_ca_system_score_gemma":0.0069480482,"threshold_uncertainty_score":0.9995755},"labels":[],"label_agreement":null},{"id":"W2564356125","doi":"10.1146/annurev-publhealth-031816-044348","title":"Public Health Surveillance Systems: Recent Advances in Their Use and Evaluation","year":2016,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":331,"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","funders":"Centers for Disease Control and Prevention","keywords":"Public health surveillance; Public health; Public health informatics; Health informatics; Context (archaeology); Health surveillance; Population health; Health care; Environmental health; Public relations; Data science; HRHIS; Business; Health policy; Risk analysis (engineering); Medicine; Computer science; Political science; Nursing; Geography","score_opus":0.21963873055402622,"score_gpt":0.44967677159693586,"score_spread":0.23003804104290965,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2564356125","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000025536326,0.9726908,0.000061042,0.013246578,0.0004568534,0.007865296,0.005298688,0.000088070614,0.0002900838],"genre_scores_gemma":[0.000022263244,0.9921072,0.00007402282,0.0029789368,0.00021686402,0.0006419736,0.0038120756,0.000092602895,0.00005405339],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9807303,0.010648007,0.004296172,0.0013168856,0.0015565563,0.0014521058],"domain_scores_gemma":[0.9901707,0.0011374078,0.0035918192,0.0016723973,0.001967375,0.0014602726],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.032144777,0.00074131583,0.006790422,0.0006490446,0.00009512612,0.00007855481,0.00045726812,0.00021601735,0.00012728553],"category_scores_gemma":[0.010647063,0.00047666204,0.00037190955,0.0017199421,0.00019442127,0.0011904663,0.00020177811,0.00052984327,0.00004790552],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000022965942,0.0001223946,0.0002669243,0.3010551,0.000059867267,0.000001866674,0.000052481522,1.0401702e-8,1.3603987e-9,0.00018016688,0.0066830963,0.6915758],"study_design_scores_gemma":[0.00044472647,0.00021856332,0.00079385535,0.23636696,0.000029573872,0.000058856338,0.00005455453,0.0000029960884,9.385135e-10,0.0000046286823,0.7617695,0.00025583585],"about_ca_topic_score_codex":0.00017282703,"about_ca_topic_score_gemma":0.00024053735,"teacher_disagreement_score":0.75508636,"about_ca_system_score_codex":0.0018501714,"about_ca_system_score_gemma":0.017331868,"threshold_uncertainty_score":0.9997685},"labels":[],"label_agreement":null},{"id":"W2782672955","doi":"10.1146/annurev-publhealth-031816-044628","title":"The Relationship Between Education and Health: Reducing Disparities Through a Contextual Approach","year":2018,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":1162,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute on Aging","keywords":"Conceptualization; Health equity; Centrality; Educational attainment; Psychological intervention; Health education; Inequality; Political science; Public health; Economic growth; Population health; Population; Psychology; Sociology; Environmental health; Medicine; Nursing; Economics","score_opus":0.36235132611062804,"score_gpt":0.5171383758670278,"score_spread":0.15478704975639979,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2782672955","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[7.863771e-7,0.8938156,0.000085248714,0.09792054,0.0005828291,0.0027119382,0.00020782487,0.00004545993,0.0046298266],"genre_scores_gemma":[0.000040082512,0.98587257,0.0005000648,0.010102378,0.0013600102,0.0003263427,0.0003158011,0.000039893872,0.0014428676],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98929113,0.005485705,0.0025550511,0.0005561752,0.00078572537,0.0013262158],"domain_scores_gemma":[0.9913156,0.004381747,0.0023198023,0.0006397405,0.00046514013,0.00087798765],"candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.02424809,0.00038156737,0.0026232405,0.00012063143,0.0028215128,0.00019277718,0.0006989668,0.00028861794,0.000016480792],"category_scores_gemma":[0.009622898,0.00026124553,0.00036623437,0.0009239133,0.00092575396,0.00056436687,0.0001406955,0.00069668307,0.00001644392],"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":[1.195714e-7,0.000028169743,0.00044536067,0.1696391,0.000019204252,2.049196e-8,0.003350846,2.8812755e-10,1.0007277e-12,0.15105356,0.07272889,0.60273474],"study_design_scores_gemma":[0.000038575017,0.000060153798,0.0015531784,0.09273915,0.00004851459,0.000003307528,0.005106466,3.477153e-8,9.343696e-11,0.0005519751,0.8997177,0.00018097341],"about_ca_topic_score_codex":0.03551524,"about_ca_topic_score_gemma":0.0014074498,"teacher_disagreement_score":0.8269888,"about_ca_system_score_codex":0.00083824183,"about_ca_system_score_gemma":0.02967769,"threshold_uncertainty_score":0.99998397},"labels":[],"label_agreement":null},{"id":"W2795532275","doi":"10.1146/annurev-publhealth-040617-014615","title":"Increasing Disparities in Mortality by Socioeconomic Status","year":2018,"lang":"en","type":"article","venue":"Annual Review of Public Health","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":179,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Socioeconomic status; Social class; Demography; Geography; Health equity; Environmental health; Demographic economics; Medicine; Political science; Economic growth; Economics; Sociology; Population; Health care","score_opus":0.06471579222761148,"score_gpt":0.42918733288311733,"score_spread":0.36447154065550585,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2795532275","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":[0.61191756,0.1530982,0.00005097248,0.20974043,0.00066488556,0.0010780175,0.00048356986,0.00007496679,0.022891406],"genre_scores_gemma":[0.6598476,0.28737232,0.00014383465,0.05211145,0.00024055653,0.00002457958,0.000037676702,0.000011649811,0.00021030061],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9957188,0.0016357944,0.0008970772,0.00023348113,0.00033923684,0.0011756343],"domain_scores_gemma":[0.99821734,0.0003751064,0.00033738796,0.00022500941,0.00019716192,0.000648008],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.012390254,0.00011715413,0.00059790217,0.000068765294,0.00036010557,0.000040843235,0.0002559011,0.00007770688,0.00060963194],"category_scores_gemma":[0.0023834899,0.00011277648,0.000082249084,0.0002564277,0.00052634196,0.0005317244,0.000054870277,0.00016419071,0.000042507305],"study_design_candidate":"observational","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":[0.0000024523629,0.0001074412,0.7808575,0.0081949625,0.000013804903,4.606553e-7,0.008359063,8.312425e-9,9.2571646e-8,0.06423102,0.0783395,0.059893712],"study_design_scores_gemma":[0.000104517596,0.000041506286,0.28246275,0.0011176857,0.000002279909,2.7064198e-7,0.0039191325,0.0000010462569,2.5177863e-7,0.00031512458,0.7119404,0.00009503429],"about_ca_topic_score_codex":0.32598776,"about_ca_topic_score_gemma":0.0516032,"teacher_disagreement_score":0.6336009,"about_ca_system_score_codex":0.00045766073,"about_ca_system_score_gemma":0.0035120607,"threshold_uncertainty_score":0.9657026},"labels":[],"label_agreement":null},{"id":"W2908053812","doi":"10.1146/annurev-publhealth-040218-043735","title":"Commentary: Causal Inference for Social Exposures","year":2019,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":47,"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","funders":"","keywords":"Causal inference; Observational study; Confounding; Epidemiology; Inference; Social epidemiology; Causal model; Causality (physics); Causal structure; Psychology; Task (project management); Marginal structural model; Cognitive psychology; Medicine; Computer science; Public health; Social determinants of health; Pathology; Artificial intelligence","score_opus":0.48796161388773407,"score_gpt":0.5757151415730767,"score_spread":0.08775352768534261,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2908053812","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[4.7874614e-8,0.9723339,0.013764289,0.005517629,0.00019630778,0.005640544,0.0019576116,0.00018999253,0.00039966928],"genre_scores_gemma":[5.598209e-7,0.9775318,0.013595918,0.0064419587,0.00029011746,0.0010269835,0.0008485269,0.000118278185,0.00014586501],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9939857,0.0012374726,0.0027117154,0.0005813634,0.0005736133,0.0009101131],"domain_scores_gemma":[0.9921856,0.0029333069,0.0030457503,0.00086984166,0.0006851278,0.00028040988],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0058148606,0.0006856787,0.0057086833,0.00023941256,0.0001429619,0.000031031595,0.0009706599,0.00035889682,0.0001247585],"category_scores_gemma":[0.004555187,0.0005397749,0.00093318924,0.00052237074,0.00015097065,0.0003535655,0.00028422003,0.000635021,0.000024385845],"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":[3.3346655e-7,0.00006103977,3.1597904e-7,0.31402674,0.000053976364,2.3362114e-7,0.00008631831,2.9886893e-10,3.4669598e-9,0.045242947,0.15032463,0.49020347],"study_design_scores_gemma":[0.00009372936,0.0003768558,2.9048496e-7,0.11306615,0.0002367792,0.000005379542,0.000049129165,1.5768244e-7,1.1146603e-7,0.008128629,0.8776798,0.00036297317],"about_ca_topic_score_codex":0.000053318035,"about_ca_topic_score_gemma":0.00001941668,"teacher_disagreement_score":0.7273552,"about_ca_system_score_codex":0.00051155314,"about_ca_system_score_gemma":0.0027736165,"threshold_uncertainty_score":0.9997054},"labels":[],"label_agreement":null},{"id":"W2910191925","doi":"10.1146/annurev-publhealth-040218-044106","title":"Environmental Exposures and Depression: Biological Mechanisms and Epidemiological Evidence","year":2019,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":255,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Depression (economics); Public health; Environmental health; Pandemic; Observational study; Mental health; Psychology; Environmental planning; Coronavirus disease 2019 (COVID-19); Medicine; Geography; Psychiatry; Disease","score_opus":0.3640568898043423,"score_gpt":0.4524844758096513,"score_spread":0.08842758600530898,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2910191925","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000052773266,0.99525875,0.000043191085,0.0022438106,0.00011788992,0.0018724373,0.000250023,0.000024126955,0.0001370227],"genre_scores_gemma":[0.00007344197,0.99211395,0.000677034,0.006804271,0.00007624123,0.000103346625,0.000090915804,0.000024192097,0.000036628873],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9944425,0.0019091476,0.0014947144,0.00089284766,0.0004123277,0.0008484616],"domain_scores_gemma":[0.99602044,0.0013917426,0.0011134326,0.0005090946,0.000009634715,0.00095567957],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0062470576,0.000506262,0.0031683797,0.00006422529,0.00015108779,0.00001909606,0.00039149792,0.0003798365,0.0015220814],"category_scores_gemma":[0.0023337638,0.0003027913,0.00023638851,0.00021210383,0.00037169646,0.0003076659,0.0009472897,0.0004766303,0.00019899738],"study_design_candidate":"design_other","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":[0.0000010999219,0.00004462378,0.00061527075,0.06496562,0.000008268363,0.0000030356837,0.00008685935,5.880499e-9,2.20014e-7,0.00007119786,0.0056242063,0.92857957],"study_design_scores_gemma":[0.00006996701,0.0005324565,0.0024702935,0.07604719,0.000058017715,0.00012222379,0.000086800166,8.99937e-7,4.289716e-8,0.000103514314,0.92023337,0.00027522113],"about_ca_topic_score_codex":0.00007765106,"about_ca_topic_score_gemma":0.0000048611737,"teacher_disagreement_score":0.9283044,"about_ca_system_score_codex":0.00023635312,"about_ca_system_score_gemma":0.00014369281,"threshold_uncertainty_score":0.9999424},"labels":[],"label_agreement":null},{"id":"W2997303312","doi":"10.1146/annurev-publhealth-040119-094027","title":"Essential Ingredients and Innovations in the Design and Analysis of Group-Randomized Trials","year":2019,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":54,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Randomized controlled trial; Research design; Clinical study design; Alternative medicine; Medical physics; Medicine; Management science; Computer science; Clinical trial; Engineering; Surgery; Mathematics; Pathology; Statistics","score_opus":0.5427499544596217,"score_gpt":0.5734347809793503,"score_spread":0.030684826519728592,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2997303312","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000025588806,0.9247206,0.06873261,0.000451092,0.000032112577,0.00578251,0.00020121492,0.000018736951,0.000058590173],"genre_scores_gemma":[0.000015079017,0.98163414,0.017384253,0.00031075973,0.000020480617,0.00041644505,0.00018826204,0.000021914027,0.000008680501],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9814898,0.012265454,0.0049822317,0.00039914742,0.0005169201,0.00034644862],"domain_scores_gemma":[0.9747961,0.018728875,0.00524378,0.0006872869,0.00045446103,0.00008946286],"candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.06583432,0.00034117998,0.0106661245,0.0010390285,0.00003875562,0.000024706998,0.00038457685,0.00017616372,0.00002408076],"category_scores_gemma":[0.035479482,0.00019095953,0.0006108755,0.0031976257,0.00022522254,0.00022194006,0.00012703835,0.0003618605,5.14605e-7],"study_design_candidate":"design_other","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":[0.000018091863,0.0000932267,0.0000016163707,0.16141206,0.00066305464,3.2355211e-7,0.00039756967,1.6606535e-8,1.807293e-8,0.080390476,0.00072225096,0.7563013],"study_design_scores_gemma":[0.0069899005,0.000383173,0.000010311483,0.20265643,0.014714719,0.000015517493,0.00027906295,0.00003841843,1.8503682e-7,0.027193744,0.74712133,0.00059722655],"about_ca_topic_score_codex":0.000058210364,"about_ca_topic_score_gemma":0.000010389579,"teacher_disagreement_score":0.7557041,"about_ca_system_score_codex":0.00006847248,"about_ca_system_score_gemma":0.000685256,"threshold_uncertainty_score":0.9726451},"labels":[],"label_agreement":null},{"id":"W2997407131","doi":"10.1146/annurev-publhealth-040119-094050","title":"Housing and Healthy Child Development: Known and Potential Impacts of Interventions","year":2019,"lang":"en","type":"article","venue":"Annual Review of Public Health","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":61,"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":"","keywords":"Psychological intervention; Child health; Environmental health; Public health; Child development; Psychology; Gerontology; Medicine; Developmental psychology; Nursing; Family medicine","score_opus":0.048444248012016744,"score_gpt":0.40268738894771633,"score_spread":0.3542431409356996,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2997407131","genre_codex":"review","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":[0.39408052,0.4303875,0.00017830537,0.16874123,0.0005094159,0.0015917263,0.000080061676,0.000039878025,0.0043913834],"genre_scores_gemma":[0.7257268,0.2644567,0.0004842295,0.009173965,0.000053317694,0.000005133749,0.000010004437,0.00000774495,0.00008212417],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.997689,0.0005083156,0.0008006103,0.00017348508,0.00030813628,0.0005204271],"domain_scores_gemma":[0.99861616,0.00010605252,0.00042954666,0.00012658194,0.00018809066,0.00053358596],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0056398683,0.000092713504,0.0005179693,0.00010179812,0.0003213314,0.000024918172,0.000116677526,0.000053221276,0.00013827335],"category_scores_gemma":[0.00066492625,0.00008121361,0.000077182354,0.00027084746,0.00013943487,0.00032623913,0.000076467186,0.0001210806,0.0000047015237],"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":[0.000009240248,0.0002473528,0.07781802,0.18726683,0.000053669683,8.0871297e-7,0.024645016,6.948467e-8,2.5547087e-7,0.05428447,0.0039064414,0.65176785],"study_design_scores_gemma":[0.00043554607,0.00025014207,0.3188601,0.023121616,0.0000107668275,0.0000045390084,0.006546806,0.0000015798998,7.382894e-7,0.00007881961,0.65053135,0.00015797552],"about_ca_topic_score_codex":0.005684423,"about_ca_topic_score_gemma":0.0020510692,"teacher_disagreement_score":0.65160984,"about_ca_system_score_codex":0.00008696751,"about_ca_system_score_gemma":0.0018116866,"threshold_uncertainty_score":0.8593185},"labels":[],"label_agreement":null},{"id":"W2997800300","doi":"10.1146/annurev-publhealth-040119-094318","title":"Disparities in Access to Oral Health Care","year":2020,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Dental Health and Care Utilization","field":"Dentistry","cited_by":514,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"National Institute of Dental and Craniofacial Research; National Cancer Institute; Health Resources and Services Administration; National Institutes of Health; York University","keywords":"Medicine; Health care; Health equity; Public health; Environmental health; Ethnic group; Psychological intervention; Race and health; Gerontology; Family medicine; Nursing; Economic growth; Political science","score_opus":0.15178635597010687,"score_gpt":0.5003875496648901,"score_spread":0.3486011936947832,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2997800300","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[8.128377e-7,0.98632544,0.00007930467,0.0049022026,0.0009754119,0.004470103,0.00246663,0.000080208905,0.000699874],"genre_scores_gemma":[0.000012642552,0.9560864,0.0000947234,0.04011656,0.00020075182,0.00038447764,0.0028843388,0.00008686955,0.00013322709],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99124587,0.0023572,0.0034147487,0.0008435319,0.0009264607,0.0012122097],"domain_scores_gemma":[0.99546117,0.00017083804,0.0015773209,0.0007301904,0.000416605,0.0016438919],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0028906374,0.0005909299,0.005180388,0.00047469215,0.00011973911,0.00011657932,0.0012378432,0.0002463202,0.00020465684],"category_scores_gemma":[0.0013171827,0.00052105816,0.00055139355,0.002686379,0.00005225515,0.0005189281,0.00049024704,0.0007371925,0.0003610712],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[9.644739e-7,0.000033162745,0.000053038955,0.3955252,0.000009260359,0.000009068369,0.000102479156,8.020045e-9,4.8734503e-11,0.00035384344,0.06358309,0.5403299],"study_design_scores_gemma":[0.00011214091,0.0002256229,0.00039285267,0.16399238,0.00002611733,0.000033408585,0.00025003788,1.4699788e-7,3.8915666e-9,0.000003941591,0.8347059,0.00025748188],"about_ca_topic_score_codex":0.0039841635,"about_ca_topic_score_gemma":0.008804459,"teacher_disagreement_score":0.77112275,"about_ca_system_score_codex":0.0015971949,"about_ca_system_score_gemma":0.009886918,"threshold_uncertainty_score":0.9997241},"labels":[],"label_agreement":null},{"id":"W2999518331","doi":"10.1146/annurev-publhealth-040119-094230","title":"Mental Health of Refugee Children and Youth: Epidemiology, Interventions, and Future Directions","year":2020,"lang":"en","type":"article","venue":"Annual Review of Public Health","topic":"Migration, Health and Trauma","field":"Psychology","cited_by":155,"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","funders":"National Institute on Minority Health and Health Disparities","keywords":"Refugee; Mental health; Psychological intervention; Epidemiology; Criminology; Politics; Intervention (counseling); Political science; Constructive; Extant taxon; Public relations; Sociology; Economic growth; Psychology; Medicine; Psychiatry; Law","score_opus":0.09460651175830936,"score_gpt":0.4364627861944349,"score_spread":0.34185627443612554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2999518331","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018607924,0.70085335,0.000111821,0.2774179,0.00023513426,0.0008841767,0.0016113124,0.000032375476,0.00024602964],"genre_scores_gemma":[0.09238635,0.8581066,0.0009041622,0.047142357,0.00038728802,0.000033729393,0.0009560317,0.000020850808,0.00006260818],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99604607,0.0016672501,0.0014102525,0.00035730243,0.000112024696,0.00040708852],"domain_scores_gemma":[0.9980135,0.00011186108,0.00082201953,0.00023210162,0.00010877028,0.00071177894],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0040439237,0.00014482939,0.00085064257,0.000093764655,0.00015535155,0.000003709776,0.00011298761,0.00006776993,0.0002103735],"category_scores_gemma":[0.0004756656,0.00012357473,0.00012951515,0.00034911907,0.00012801067,0.00012089473,0.0000470601,0.00023602071,0.0000073671745],"study_design_candidate":"design_other","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":[0.00001666833,0.00026555662,0.026450401,0.012675936,0.000121555524,1.3890408e-7,0.03360804,6.5405636e-9,7.0679874e-8,0.031825516,0.12960003,0.76543605],"study_design_scores_gemma":[0.0006263949,0.0013866627,0.4679177,0.0018058788,0.00001962171,0.000042379786,0.0058603827,0.000001022516,8.448234e-8,0.00006643803,0.5221528,0.00012064398],"about_ca_topic_score_codex":0.0020819034,"about_ca_topic_score_gemma":0.0003782398,"teacher_disagreement_score":0.7653154,"about_ca_system_score_codex":0.00003539119,"about_ca_system_score_gemma":0.0002980589,"threshold_uncertainty_score":0.5039232},"labels":[],"label_agreement":null},{"id":"W3014413366","doi":"10.1146/annurev-publhealth-040218-043657","title":"Built Environment, Physical Activity, and Obesity: Findings from the International Physical Activity and Environment Network (IPEN) Adult Study","year":2020,"lang":"en","type":"article","venue":"Annual Review of Public Health","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":240,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; Washington University in St. Louis; National Cancer Institute; Medical Research Council; State Government of Victoria; National Health and Medical Research Council","keywords":"Built environment; Physical activity; Overweight; Obesity; Level design; Environmental health; Gerontology; Medicine; Psychology; Computer science; Engineering; Physical medicine and rehabilitation","score_opus":0.05584980464208051,"score_gpt":0.35005064269418434,"score_spread":0.29420083805210384,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3014413366","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":[0.9226669,0.0018729217,0.0001041394,0.07426591,0.00004641547,0.00077196,0.000110769215,0.000017098795,0.00014390149],"genre_scores_gemma":[0.9809331,0.016021054,0.00002737555,0.0024071236,0.0005413838,0.00002387796,0.000012484509,0.000008066773,0.000025527157],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99771154,0.0006102425,0.00020231087,0.00046118884,0.0006839353,0.00033077545],"domain_scores_gemma":[0.9988749,0.0003248598,0.00021995037,0.00020859981,0.000027833525,0.0003438474],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013416345,0.00016024371,0.00047671958,0.000009373332,0.00035242605,0.000065532964,0.00038874775,0.000036291563,0.00009095182],"category_scores_gemma":[0.0002051964,0.000116873896,0.00008821522,0.00013542162,0.00035515445,0.0005719497,0.0002272183,0.00028135712,0.000010122136],"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":[0.000024913556,0.0024454677,0.668638,0.00044914833,0.00011741435,0.0000024161295,0.034435987,5.9918113e-7,0.000026273861,0.0007466039,0.002434657,0.29067853],"study_design_scores_gemma":[0.0002645027,0.00019457674,0.9594761,0.00014922059,0.000038535647,7.486587e-8,0.0015233086,0.000066610126,0.0000053456524,0.0002573691,0.03789475,0.00012958415],"about_ca_topic_score_codex":0.0049809283,"about_ca_topic_score_gemma":0.000530199,"teacher_disagreement_score":0.29083815,"about_ca_system_score_codex":0.000086078864,"about_ca_system_score_gemma":0.00017163207,"threshold_uncertainty_score":0.7529707},"labels":[],"label_agreement":null},{"id":"W3113152292","doi":"10.1146/annurev-publhealth-082619-104231","title":"Declining Life Expectancy in the United States: Missing the Trees for the Forest","year":2020,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Global Health Care Issues","field":"Health Professions","cited_by":142,"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","funders":"","keywords":"Life expectancy; Homicide; Demography; Ethnic group; Gerontology; Psychological intervention; Medicine; Race (biology); Suicide prevention; Cognitive decline; Injury prevention; Disease; Poison control; Environmental health; Political science; Population; Psychiatry; Biology; Dementia; Sociology","score_opus":0.3513481546193883,"score_gpt":0.5699314061192674,"score_spread":0.21858325149987912,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3113152292","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000012367229,0.79312634,0.0002736668,0.19260924,0.00070656533,0.012291907,0.00064806116,0.00006286233,0.00028014244],"genre_scores_gemma":[0.000013069762,0.8987383,0.00018723302,0.09629787,0.0009786058,0.0028033888,0.00082351634,0.00010331048,0.00005468691],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9760165,0.014938273,0.005368654,0.0007169872,0.0010272071,0.0019323748],"domain_scores_gemma":[0.95903903,0.0326992,0.004626859,0.0018229078,0.0010584664,0.0007535036],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.027220566,0.0007312553,0.0040875785,0.0002638059,0.0017848122,0.000052982614,0.002663592,0.000401628,0.00008623378],"category_scores_gemma":[0.024994131,0.00031156602,0.00083403324,0.0034869197,0.0002355041,0.00018988484,0.00033797813,0.0027564876,0.00012028261],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000367232,0.00004479825,0.000022391945,0.23036622,0.000058353984,0.0000021911746,0.011628149,1.8804936e-7,9.2270795e-11,0.0025186187,0.18133438,0.57402104],"study_design_scores_gemma":[0.00020238342,0.00021804307,0.00006678676,0.18211694,0.00017199322,0.0000053449467,0.020164115,0.00002522894,2.0340508e-10,0.000119667005,0.79671717,0.00019232987],"about_ca_topic_score_codex":0.002875754,"about_ca_topic_score_gemma":0.0022774187,"teacher_disagreement_score":0.6153828,"about_ca_system_score_codex":0.0006667886,"about_ca_system_score_gemma":0.014460449,"threshold_uncertainty_score":0.99993366},"labels":[],"label_agreement":null},{"id":"W3120411288","doi":"10.1146/annurev-publhealth-012420-105026","title":"Extreme Weather and Climate Change: Population Health and Health System Implications","year":2021,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":1116,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; Public Health Ontario; University of Toronto","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute of Environmental Health Sciences","keywords":"Extreme weather; Climate change; Vulnerability (computing); Harm; Greenhouse gas; Environmental science; Environmental resource management; Population; Environmental health; Natural resource economics; Medicine; Political science; Ecology; Computer science; Computer security","score_opus":0.3458257940322514,"score_gpt":0.4603989909156373,"score_spread":0.11457319688338591,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3120411288","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000028346756,0.93865204,0.000015127338,0.056330107,0.00011605183,0.003695098,0.0008881796,0.00006346925,0.00023711781],"genre_scores_gemma":[0.000014777078,0.9764641,0.00035383904,0.021176714,0.00017672131,0.00038393744,0.0013333414,0.00007047424,0.00002613029],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9934312,0.0015463651,0.002331764,0.00087590737,0.00047751993,0.0013372423],"domain_scores_gemma":[0.99446535,0.00013858078,0.0025807356,0.0007649941,0.00005866682,0.0019916676],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007616772,0.00052377064,0.0036430354,0.00017351306,0.00050540117,0.000055666496,0.00026003952,0.0001832591,0.00016490502],"category_scores_gemma":[0.00017230603,0.00043014524,0.00021447452,0.0009423083,0.00010286575,0.0004168887,0.00039604018,0.00037788725,0.0000484066],"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":[1.7042794e-7,0.000039437113,0.0004150196,0.26912734,0.000007579002,4.5493553e-7,0.00051108014,2.0252306e-9,1.3330951e-9,0.0010700418,0.009111126,0.71971774],"study_design_scores_gemma":[0.000089219626,0.00022271153,0.0028730212,0.15766111,0.000030759085,0.00012286004,0.00031138802,0.0000013205631,6.0814404e-10,0.0000070204865,0.83845764,0.0002229585],"about_ca_topic_score_codex":0.0038238252,"about_ca_topic_score_gemma":0.0006829786,"teacher_disagreement_score":0.8293465,"about_ca_system_score_codex":0.0015651968,"about_ca_system_score_gemma":0.0009295242,"threshold_uncertainty_score":0.99981505},"labels":[],"label_agreement":null},{"id":"W3147751793","doi":"10.1146/annurev-publhealth-090419-102240","title":"Vaccine Hesitancy, Acceptance, and Anti-Vaccination: Trends and Future Prospects for Public Health","year":2021,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":471,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University; Université Laval; Institut National de Santé Publique du Québec","funders":"","keywords":"Vaccination; Public health; Terminology; Resistance (ecology); Public opinion; Public relations; Global health; Environmental health; Medicine; Political science; Immunology; Politics; Nursing; Biology","score_opus":0.08136229498861237,"score_gpt":0.42187626114679305,"score_spread":0.3405139661581807,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3147751793","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000013617179,0.84973764,0.00007044734,0.14541067,0.00045063713,0.0024948746,0.00038363392,0.00006738258,0.0013833194],"genre_scores_gemma":[0.000016966453,0.99028563,0.00063456106,0.005064009,0.0020114346,0.0002990915,0.00057054334,0.00007044874,0.0010473365],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9927138,0.0019577192,0.002160829,0.0010551948,0.0007254128,0.0013870307],"domain_scores_gemma":[0.99446565,0.0003985245,0.0022058832,0.00064992567,0.001068299,0.0012117057],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.009438465,0.0006322827,0.0049101375,0.00055532856,0.0009760697,0.00026992563,0.000579145,0.0003727108,0.0005584091],"category_scores_gemma":[0.0013179132,0.00052998593,0.00056885416,0.0028022071,0.00003100232,0.0011081345,0.00017268048,0.0005049579,0.0000040457226],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[3.9977e-7,0.00008806813,0.00008965526,0.12589453,0.000070049726,0.0000021111953,0.0010327019,2.9433544e-10,4.758694e-10,0.031056361,0.07035806,0.7714081],"study_design_scores_gemma":[0.00034120784,0.00023069979,0.001145182,0.026386632,0.0000971123,0.000025678426,0.00078058074,1.2362582e-7,3.5487608e-9,0.00005196656,0.9705511,0.00038971094],"about_ca_topic_score_codex":0.00011987246,"about_ca_topic_score_gemma":0.00084295345,"teacher_disagreement_score":0.90019304,"about_ca_system_score_codex":0.00054485095,"about_ca_system_score_gemma":0.00973425,"threshold_uncertainty_score":0.99971515},"labels":[],"label_agreement":null},{"id":"W4200066140","doi":"10.1146/annurev-publhealth-052620-100313","title":"Health and Health Care Among Transgender Adults in the United States","year":2021,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":122,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Transgender; Health equity; Public health; Social determinants of health; Health care; Health promotion; Intersectionality; Health policy; Mental health; Psychology; Public policy; Political science; Gerontology; Public relations; Environmental health; Sociology; Medicine; Gender studies; Nursing; Psychiatry","score_opus":0.16165857153154517,"score_gpt":0.5014288107902244,"score_spread":0.3397702392586792,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200066140","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000014776305,0.9138258,0.00001383948,0.07878503,0.0005253619,0.0045403433,0.0014595714,0.00004795182,0.00078732544],"genre_scores_gemma":[0.000010137595,0.93302166,0.000039921928,0.05973023,0.0003308376,0.00036293003,0.0061923238,0.00010028561,0.0002116387],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9781799,0.013735642,0.004132025,0.0011298546,0.0007901982,0.0020324371],"domain_scores_gemma":[0.9934275,0.00063516985,0.0025544036,0.0014776591,0.0004688936,0.0014363525],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.011619427,0.00080892403,0.005664858,0.0009409175,0.0004026064,0.00007941784,0.0009834194,0.00039235837,0.0001826397],"category_scores_gemma":[0.00035993193,0.0005767297,0.00062860525,0.0032762785,0.00026713553,0.00021145144,0.00011026288,0.0017229937,0.00004151528],"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":[9.1129954e-7,0.00013483671,0.00012562172,0.3898329,0.000049787526,0.0000056330096,0.018186823,7.1655104e-9,4.2098295e-12,0.0015260775,0.08265884,0.50747854],"study_design_scores_gemma":[0.00037962833,0.0005954266,0.0010176466,0.08547143,0.00006340262,0.000087970046,0.009439047,1.3517457e-7,5.987839e-11,0.000010796005,0.90261793,0.00031661603],"about_ca_topic_score_codex":0.11834281,"about_ca_topic_score_gemma":0.011952652,"teacher_disagreement_score":0.81995904,"about_ca_system_score_codex":0.00081575476,"about_ca_system_score_gemma":0.014302743,"threshold_uncertainty_score":0.9996684},"labels":[],"label_agreement":null},{"id":"W4200329656","doi":"10.1146/annurev-publhealth-052620-091107","title":"Active Aging and Public Health: Evidence, Implications, and Opportunities","year":2021,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Physical Activity and Health","field":"Medicine","cited_by":308,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University; Ontario Tech University","funders":"National Institute for Health and Care Research","keywords":"Gerontology; Affect (linguistics); Quality of life (healthcare); Public health; Population ageing; Mental health; Population; Psychology; Medicine; Environmental health; Psychiatry","score_opus":0.5155561794721907,"score_gpt":0.5125116342501259,"score_spread":0.003044545222064765,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200329656","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00000433231,0.7954186,0.000046874382,0.2017732,0.000054938,0.0019378607,0.0004065666,0.00004216408,0.00031541675],"genre_scores_gemma":[0.000029185552,0.9755264,0.00018712712,0.02297593,0.00025139883,0.00023744385,0.0006107122,0.000051632276,0.00013020866],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99359673,0.002229646,0.001859607,0.000791347,0.00052850315,0.000994169],"domain_scores_gemma":[0.99332404,0.0012371597,0.0018122923,0.0007745607,0.0006879488,0.0021639788],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005429765,0.00050498446,0.005944128,0.00039142693,0.00031361048,0.00006432968,0.00021542424,0.00019260937,0.000060265043],"category_scores_gemma":[0.0023881414,0.0004025258,0.00038605035,0.00085688126,0.0002973123,0.00079079246,0.000282771,0.000984895,0.0000060178354],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[4.399913e-7,0.00019720825,0.00000422975,0.34265232,0.000085340755,0.0000021540495,0.00023320048,9.752551e-11,4.986246e-9,0.0062278984,0.0055270037,0.6450702],"study_design_scores_gemma":[0.00009495184,0.00041213227,0.00011170565,0.24463347,0.00012627167,0.00021543751,0.0003816423,2.1270439e-7,9.425778e-9,0.00003321264,0.7538154,0.00017557312],"about_ca_topic_score_codex":0.00036590395,"about_ca_topic_score_gemma":0.000027198339,"teacher_disagreement_score":0.7482884,"about_ca_system_score_codex":0.0005470022,"about_ca_system_score_gemma":0.021600578,"threshold_uncertainty_score":0.99984264},"labels":[],"label_agreement":null},{"id":"W4200430973","doi":"10.1146/annurev-publhealth-052020-103738","title":"A Review of the Quality and Impact of Mobile Health Apps","year":2021,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":148,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Business; Mobile apps; Health promotion; Digital health; Public health; Public relations; Commercialization; Upstream (networking); Quality (philosophy); Health policy; Internet privacy; Marketing; Health care; Computer science; Medicine; Political science; World Wide Web; Nursing; Telecommunications","score_opus":0.25611855492805524,"score_gpt":0.6127408002821351,"score_spread":0.3566222453540798,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200430973","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000010357147,0.95442104,0.00003727056,0.00947085,0.00032259466,0.030634085,0.0044784774,0.000035113746,0.0005995004],"genre_scores_gemma":[0.0000017921902,0.957171,0.0002381619,0.026696661,0.00017664277,0.014639363,0.00084423105,0.00008669819,0.00014542286],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9622683,0.020556245,0.01323893,0.0010045781,0.0011076761,0.0018242901],"domain_scores_gemma":[0.9710285,0.0029339383,0.018617393,0.0031229244,0.0023930708,0.0019041685],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.03818207,0.0007690076,0.012053132,0.00027970786,0.0006292175,0.0000045774186,0.0011073987,0.0004976938,0.0006832241],"category_scores_gemma":[0.0067257197,0.0004740307,0.0019973777,0.0031775536,0.00035873102,0.00015082037,0.00063386676,0.0020935053,0.00002486984],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[5.435234e-7,0.000119488985,0.00002797817,0.47309697,0.000050043618,5.317902e-8,0.000115692856,3.868559e-9,2.8218698e-9,0.0017143269,0.061603844,0.46327108],"study_design_scores_gemma":[0.00012173104,0.00025475846,0.000097939046,0.45983064,0.00009257722,0.00000750867,0.00011921461,7.32491e-8,3.2295182e-9,0.000011796068,0.5393361,0.00012766848],"about_ca_topic_score_codex":0.0045726537,"about_ca_topic_score_gemma":0.00014158235,"teacher_disagreement_score":0.47773227,"about_ca_system_score_codex":0.0011468435,"about_ca_system_score_gemma":0.08135051,"threshold_uncertainty_score":0.9997711},"labels":[],"label_agreement":null},{"id":"W4205697076","doi":"10.1146/annurev-publhealth-052220-020447","title":"Public Health Roles in Addressing Commercial Determinants of Health","year":2022,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Global Public Health Policies and Epidemiology","field":"Business, Management and Accounting","cited_by":60,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Business; Population health; Public health; Social determinants of health; Consumption (sociology); Set (abstract data type); Public relations; Health policy; Public economics; Population; Environmental health; Political science; Economics; Medicine; Sociology; Computer science","score_opus":0.4017625804728178,"score_gpt":0.47422917015145555,"score_spread":0.07246658967863773,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205697076","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000005742792,0.8710146,0.000027504246,0.123173796,0.0007895023,0.0029177333,0.00046211988,0.000077840756,0.001531172],"genre_scores_gemma":[0.000030142373,0.8734824,0.00009678426,0.124233276,0.0006354201,0.00026717116,0.0011243446,0.00010893218,0.000021518514],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9757676,0.0060625705,0.011475431,0.0012833525,0.0013375154,0.004073497],"domain_scores_gemma":[0.9825658,0.000891305,0.014254037,0.0013159183,0.0004976765,0.0004752376],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.054867655,0.0009643832,0.011488326,0.0019556314,0.0006332958,0.000106419895,0.0019316536,0.000343427,0.0005939702],"category_scores_gemma":[0.0074885585,0.00083584845,0.0010266551,0.004517233,0.0002902666,0.0013036021,0.0013176063,0.0014560887,0.00005228405],"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":[6.813814e-7,0.00019897801,0.00009973314,0.30891052,0.000021497244,0.0000014362718,0.000080417456,2.0810639e-7,1.1735604e-10,0.0031599044,0.11531229,0.5722143],"study_design_scores_gemma":[0.00026142396,0.00016147796,0.00034611532,0.08053618,0.000026720674,0.00001861035,0.00038758706,0.000019922716,2.3308666e-10,0.00005642619,0.9177751,0.0004104467],"about_ca_topic_score_codex":0.044399668,"about_ca_topic_score_gemma":0.0023250685,"teacher_disagreement_score":0.8024628,"about_ca_system_score_codex":0.001475041,"about_ca_system_score_gemma":0.01566081,"threshold_uncertainty_score":0.99940926},"labels":[],"label_agreement":null},{"id":"W4315433045","doi":"10.1146/annurev-publhealth-071421-051937","title":"Sustainable and Resilient Health Care in the Face of a Changing Climate","year":2023,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":75,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Climate change; Health care; Business; Face (sociological concept); Environmental planning; Human health; Environmental resource management; Environmental health; Medicine; Economic growth; Geography; Environmental science; Economics; Ecology; Sociology","score_opus":0.12853570959567634,"score_gpt":0.44044817432662614,"score_spread":0.3119124647309498,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4315433045","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000015321551,0.9829618,0.0000022390946,0.012251283,0.000050414987,0.0037116115,0.000417339,0.000019215375,0.0005707946],"genre_scores_gemma":[0.000017865677,0.9941085,0.000029356468,0.005281957,0.00003977438,0.00018288921,0.000202718,0.00003977403,0.00009718997],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9934887,0.001592927,0.0018650742,0.00048547096,0.00065204565,0.0019157621],"domain_scores_gemma":[0.99698263,0.00036546285,0.0015360214,0.00061911886,0.000050464896,0.00044627013],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.015729733,0.00034433103,0.0024803258,0.00031872993,0.00024200129,0.000021323898,0.0005409307,0.00011733494,0.00008711165],"category_scores_gemma":[0.00068612903,0.0002248207,0.00020331108,0.0024077862,0.00013946819,0.00020084195,0.0006444089,0.00040949293,0.000045987246],"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":[5.143821e-7,0.00002822507,0.000015028771,0.43456227,0.0000033286685,0.0000035291448,0.010594889,5.689697e-8,6.0508737e-10,0.00027703287,0.006521946,0.5479932],"study_design_scores_gemma":[0.000076708595,0.0003178946,0.000102928796,0.103323326,0.000017657574,0.000013292136,0.025682917,5.112032e-7,4.1044044e-9,0.000008504868,0.8703275,0.00012877981],"about_ca_topic_score_codex":0.0020827162,"about_ca_topic_score_gemma":0.00062700734,"teacher_disagreement_score":0.86380553,"about_ca_system_score_codex":0.00091693376,"about_ca_system_score_gemma":0.0010764467,"threshold_uncertainty_score":0.9167922},"labels":[],"label_agreement":null},{"id":"W4390490082","doi":"10.1146/annurev-publhealth-060222-034131","title":"Climate Change, Landscape Fires, and Human Health: A Global Perspective","year":2024,"lang":"en","type":"article","venue":"Annual Review of Public Health","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":47,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BC Centre for Disease Control","funders":"","keywords":"Perspective (graphical); Climate change; Human health; Occupational safety and health; Environmental planning; Human factors and ergonomics; Poison control; Environmental health; Geography; Environmental resource management; Environmental science; Ecology; Medicine; Computer science; Biology","score_opus":0.03769354114315835,"score_gpt":0.3630988698926073,"score_spread":0.32540532874944894,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390490082","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.020414332,0.79890877,0.000037065685,0.15806344,0.0004883054,0.0027195006,0.00084746914,0.00023816791,0.01828295],"genre_scores_gemma":[0.7877579,0.19678609,0.00018411153,0.014732281,0.00022746624,0.00015030136,0.00005117159,0.00003221054,0.00007850846],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975386,0.0005067994,0.0005008931,0.00044970808,0.00038673604,0.0006172266],"domain_scores_gemma":[0.9990091,0.00006582475,0.0001873795,0.0002725573,0.000026349035,0.00043883472],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003864871,0.00017197669,0.00051240367,0.00003977307,0.0001517019,0.000044453496,0.00018912205,0.000042923,0.00038704678],"category_scores_gemma":[0.0001538458,0.00013926005,0.000077323435,0.00061678176,0.000095191324,0.0004419618,0.00019818057,0.0001422446,0.00020897776],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018768129,0.00013250402,0.011053638,0.028672695,0.00002581077,0.000012800267,0.0036207475,4.7185946e-8,0.0000011534837,0.028431252,0.12100075,0.8070467],"study_design_scores_gemma":[0.000219377,0.0010769913,0.11461292,0.013439682,0.000011105284,0.000095046205,0.0009548036,0.00021078957,3.1826386e-7,0.0002641674,0.8688343,0.00028049923],"about_ca_topic_score_codex":0.010327187,"about_ca_topic_score_gemma":0.0017856517,"teacher_disagreement_score":0.8067662,"about_ca_system_score_codex":0.0006996907,"about_ca_system_score_gemma":0.00013296073,"threshold_uncertainty_score":0.99626315},"labels":[],"label_agreement":null},{"id":"W4405486281","doi":"10.1146/annurev-publhealth-071823-105338","title":"Global Burden of Disease from Environmental Factors","year":2024,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":43,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"National Institute of Environmental Health Sciences; Institute for Health Metrics and Evaluation","keywords":"Environmental health; Burden of disease; Disease burden; Air pollution; Disability-adjusted life year; Public health; Environmental pollution; Environmental protection; Disease; Medicine; Environmental science; Population","score_opus":0.12973005007824973,"score_gpt":0.4180503101259393,"score_spread":0.28832026004768957,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405486281","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000049776376,0.97514373,0.0000034243378,0.0019520642,0.0002878089,0.0014205356,0.020524591,0.000029601424,0.0005884505],"genre_scores_gemma":[0.00006967133,0.9955699,0.000043239314,0.0010295687,0.00017036185,0.000045638793,0.0029186483,0.000046204204,0.00010677939],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9952502,0.0005686015,0.0018595181,0.0006609534,0.0008742403,0.000786442],"domain_scores_gemma":[0.9963823,0.0001485183,0.0012051591,0.00076164637,0.000009909693,0.0014924507],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014301306,0.000543886,0.0027831884,0.0000751842,0.000066179935,0.000017786653,0.00066919887,0.00016927399,0.0044862023],"category_scores_gemma":[0.00027854444,0.00038183585,0.00073464535,0.00066197466,0.0002362662,0.00023971852,0.00059404096,0.0002916352,0.00070178305],"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":[7.2915907e-7,0.000085266554,0.00014624554,0.17213683,0.00003546067,0.0000038416083,0.00030012656,3.5878607e-8,7.0182757e-9,0.000027326172,0.042768113,0.784496],"study_design_scores_gemma":[0.000044802968,0.00011192342,0.0004170993,0.09136677,0.00033410898,0.0000020844388,0.0001255137,6.5429543e-7,6.8653563e-9,0.00005960835,0.90731245,0.00022495206],"about_ca_topic_score_codex":0.002365271,"about_ca_topic_score_gemma":0.00004709196,"teacher_disagreement_score":0.8645444,"about_ca_system_score_codex":0.0012969534,"about_ca_system_score_gemma":0.0007724978,"threshold_uncertainty_score":0.9998633},"labels":[],"label_agreement":null},{"id":"W4409358662","doi":"10.1146/annurev-publhealth-060722-023526","title":"Health Risks and Benefits of Fluoride Exposure During Pregnancy and Infancy","year":2025,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Fluoride Effects and Removal","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University; York University","funders":"National Institute of Environmental Health Sciences; National Institutes of Health","keywords":"Environmental health; Pregnancy; Fluoride; Medicine; Obstetrics; Chemistry","score_opus":0.04644466976586628,"score_gpt":0.35136604465217164,"score_spread":0.30492137488630533,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409358662","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00011394222,0.99539936,0.000005058576,0.0013039642,0.00016577642,0.0021373285,0.000321938,0.000021084385,0.00053155393],"genre_scores_gemma":[0.00004272607,0.9988775,0.00037496284,0.00031151233,0.00004937338,0.00005883707,0.000051599247,0.000029505845,0.00020393642],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9955561,0.00087113236,0.001775971,0.0006617231,0.00048425462,0.00065083243],"domain_scores_gemma":[0.9971072,0.00028008514,0.0014747177,0.0005794551,0.000044374483,0.0005141878],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0023255115,0.00046085854,0.0033790106,0.00015674758,0.00016344033,0.000016977554,0.0003519435,0.00018203784,0.000078326186],"category_scores_gemma":[0.0005989806,0.00033442647,0.00026376848,0.000768275,0.0002227168,0.0002592906,0.00055413507,0.00041251685,0.000007359267],"study_design_candidate":"systematic_review","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":[3.4880586e-7,0.000031544478,0.0001591562,0.3586833,0.00002127078,9.572121e-7,0.00009410758,7.628071e-8,1.3125993e-8,0.000117355994,0.0005350052,0.6403569],"study_design_scores_gemma":[0.00015035835,0.000319021,0.003897923,0.38717717,0.00006228086,0.00004718262,0.0000138042415,2.352377e-7,1.7057906e-7,0.000007587738,0.6081199,0.00020434405],"about_ca_topic_score_codex":0.0012246636,"about_ca_topic_score_gemma":0.000073744624,"teacher_disagreement_score":0.6401525,"about_ca_system_score_codex":0.00015753809,"about_ca_system_score_gemma":0.0008096999,"threshold_uncertainty_score":0.9999108},"labels":[],"label_agreement":null},{"id":"W4416125217","doi":"10.1146/annurev-publhealth-071723-124408","title":"The Politics and Profit of Disinformation in Public Health","year":2025,"lang":"en","type":"article","venue":"Annual Review of Public Health","topic":"Misinformation and Its Impacts","field":"Social Sciences","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":"University of Ottawa","funders":"","keywords":"Disinformation; Public health; Misinformation; Politics; Public health surveillance; Reputation","score_opus":0.07665697436091302,"score_gpt":0.43236372296959663,"score_spread":0.3557067486086836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416125217","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007938687,0.061463673,0.0004993858,0.8521348,0.00021055099,0.0016370232,0.000066505716,0.000030498586,0.076018825],"genre_scores_gemma":[0.5422246,0.42398903,0.00015095956,0.032496873,0.000028071368,0.000008747926,0.00003150013,0.0000041783533,0.0010660355],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9973569,0.0006515892,0.0010186268,0.000069402566,0.0004133933,0.000490123],"domain_scores_gemma":[0.9984699,0.00020417442,0.0005372452,0.0001719212,0.00033787562,0.0002789052],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.012960341,0.000064952364,0.00029307444,0.00015939228,0.00033761302,0.000058815698,0.00020409549,0.000036529626,0.000019973353],"category_scores_gemma":[0.0043856963,0.000045322544,0.000035147794,0.0009315012,0.00020545794,0.0008705714,0.000042416494,0.00010418362,0.0000028123493],"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":[3.082366e-7,0.000014347207,0.0004767958,0.00300394,0.0000032662354,7.958957e-9,0.027070876,2.0367963e-8,1.0864409e-8,0.5411614,0.013773646,0.41449538],"study_design_scores_gemma":[0.0001304334,0.000055438075,0.020092998,0.0014168607,8.8119384e-7,2.7463997e-7,0.028643433,0.000013840043,2.5803175e-7,0.0005740181,0.9490321,0.000039446906],"about_ca_topic_score_codex":0.0021695867,"about_ca_topic_score_gemma":0.00088221655,"teacher_disagreement_score":0.93525845,"about_ca_system_score_codex":0.00020279032,"about_ca_system_score_gemma":0.0055477223,"threshold_uncertainty_score":0.9841421},"labels":[],"label_agreement":null}]}