{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":14,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":14,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"ff1bd74f1ec3","filters":{"venue":"Labour Employment and Work in New Zealand"}},"results":[{"id":"W1603220880","doi":"10.26686/lew.v0i0.2221","title":"New Zealand’s Migrant Asian Nurses: Recent Trends, Future Plans","year":2015,"lang":"en","type":"article","venue":"Labour Employment and Work in New Zealand","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Workforce; Quarter (Canadian coin); Economic shortage; China; Population ageing; Sustainability; Medicine; Career Pathways; Workforce planning; Population; Nursing; Family medicine; Geography; Business; Economic growth; Environmental health; Medical education; Economics","authors":[{"name":"Léonie Walker","is_ca":false},{"name":"Jill Clendon","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03446689561004849,"gpt":0.3660720059131354,"spread":0.3316051103030869,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000589129,0.0004406083,0.0006457469,0.0002550331,0.0002890612,0.00005058029,0.0003155189,0.0004965519,0.001060866],"category_scores_gemma":[0.00004418967,0.0003592142,0.0000596882,0.0009950282,0.00003680609,0.0001538505,0.000126316,0.0008904043,0.0002451704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000377665,"about_ca_system_score_gemma":0.0007236907,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0160461,"about_ca_topic_score_gemma":0.04653811,"domain_scores_codex":[0.9961839,0.0004019525,0.0009010768,0.0006115113,0.0005295752,0.001371966],"domain_scores_gemma":[0.9974831,0.0001346093,0.0002711639,0.0004930715,0.00008867282,0.0015294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000451786,0.00003832722,0.5003087,0.00001715838,0.00001371194,0.00002052925,0.01538231,0.000003301133,4.621668e-7,0.0003763443,0.4535376,0.02984981],"study_design_scores_gemma":[0.003675768,0.0001795089,0.2815107,0.000559644,0.00001885657,0.000004528867,0.00248515,0.000001119995,0.000001224682,0.001505349,0.70979,0.0002681314],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8715081,0.00501121,0.000008504736,0.1072404,0.005929899,0.001494322,0.00009737509,0.0003586974,0.008351536],"genre_scores_gemma":[0.08039092,0.004493449,0.002091028,0.005200794,0.006336874,0.0001101059,0.0003741531,0.0001500991,0.9008526],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8925011,"threshold_uncertainty_score":0.999886,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W920904309","doi":"10.26686/lew.v0i0.1183","title":"New Zealand Income Survey and Other Sources of Income Data From Statistics New Zealand","year":2000,"lang":"en","type":"article","venue":"Labour Employment and Work in New Zealand","topic":"New Zealand Economic and Social Studies","field":"Economics, Econometrics and Finance","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Survey data collection; Total personal income; Household income; Sample (material); Survey sampling; Data source; Income in kind; General Social Survey; Demographic economics; Economics; Geography; Gross income; Statistics; Public economics; Computer science; Mathematics; Sociology; Demography; Database","authors":[{"name":"Judith Archibald","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04134533100007899,"gpt":0.2511179386431278,"spread":0.2097726076430488,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005996379,0.0003538416,0.001000107,0.0001582422,0.0001237515,0.0001710926,0.0004090601,0.0001938021,0.001668024],"category_scores_gemma":[0.00005006478,0.0003595803,0.00004259693,0.000285853,0.0001063034,0.0002339364,0.0002459923,0.0002249151,0.0001004785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004799559,"about_ca_system_score_gemma":0.00008476216,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1824885,"about_ca_topic_score_gemma":0.03714041,"domain_scores_codex":[0.9976566,0.00005777944,0.000966232,0.0007227226,0.00008139692,0.000515307],"domain_scores_gemma":[0.9984238,0.0003417757,0.000354014,0.0005060335,0.00001354651,0.0003609027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002297841,0.00003707492,0.933385,0.000009434595,0.0001419509,0.000004000688,0.002170877,0.00001621735,2.77982e-7,0.0008294214,0.05699144,0.006184523],"study_design_scores_gemma":[0.002408297,0.00007265168,0.7535697,0.00005738041,0.00001515334,0.000001269131,0.00002975225,0.00002284325,0.000001465974,0.02663095,0.2168627,0.0003278493],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907726,0.004555412,0.00005873662,0.0009835352,0.0002253365,0.0002595531,0.002590398,0.00002868418,0.0005257237],"genre_scores_gemma":[0.6676753,0.01227799,0.002418473,0.0006057591,0.001090431,0.000008293777,0.0004999902,0.0001232166,0.3153006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3230974,"threshold_uncertainty_score":0.9998856,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1411332283","doi":"10.26686/lew.v0i0.1242","title":"Information Technology Use and Employment Change in New Zealand Industries","year":2002,"lang":"en","type":"article","venue":"Labour Employment and Work in New Zealand","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Census; Information and Communications Technology; Quarter (Canadian coin); Labour economics; Labor demand; Technological change; Business; Population; Demographic economics; Economics; Geography; Political science; Sociology","authors":[{"name":"Chris Hector","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05574597084116874,"gpt":0.308591557810711,"spread":0.2528455869695423,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002830893,0.0001444126,0.0002138434,0.000409457,0.0001324271,0.0002578858,0.0001042266,0.0002363916,0.0001540384],"category_scores_gemma":[0.00008468905,0.0001355769,0.00001290722,0.0009579852,0.00009197665,0.0007645296,0.00004939084,0.0001907635,0.00002196386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008070153,"about_ca_system_score_gemma":0.0001188953,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07231923,"about_ca_topic_score_gemma":0.03453338,"domain_scores_codex":[0.9988608,0.00007868017,0.0003318714,0.0001537756,0.0001918113,0.0003830074],"domain_scores_gemma":[0.9994408,0.00008069468,0.0001132372,0.0001295501,0.00002932157,0.000206325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001067582,0.00002234268,0.8732197,0.000003524829,0.000004840112,0.000001137467,0.06845341,4.456809e-7,7.20273e-7,0.004932624,0.02524107,0.02810948],"study_design_scores_gemma":[0.0006866501,0.00003539677,0.403064,0.00009660133,0.000003247917,0.00000131725,0.001772408,6.816511e-7,0.000004795126,0.0006335786,0.5935806,0.0001206945],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9614911,0.0007150813,9.741234e-7,0.03683395,0.0001928524,0.0004626475,0.000005615144,0.00004717881,0.0002505691],"genre_scores_gemma":[0.9409886,0.00267902,0.00008316591,0.000873791,0.0004750685,0.00004175992,0.000008675979,0.00001121512,0.05483869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5683395,"threshold_uncertainty_score":0.9830838,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1462336354","doi":"10.26686/lew.v0i0.1037","title":"Unemployment Dynamics in New Zealand","year":2000,"lang":"en","type":"article","venue":"Labour Employment and Work in New Zealand","topic":"Labor market dynamics and wage inequality","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Unemployment; Seekers; Quarter (Canadian coin); Demographic economics; Labour economics; Job loss; Duration (music); Business cycle; Economics; Political science; Economic growth; Geography","authors":[{"name":"Maria Sabrina De Gobbi","is_ca":false},{"name":"David Rea","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01537480320149419,"gpt":0.2244476082750829,"spread":0.2090728050735887,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006740929,0.0003202842,0.0006201563,0.0002799531,0.00005612664,0.0001689371,0.0002510192,0.0001954738,0.001214865],"category_scores_gemma":[0.00002605542,0.0003440579,0.00007559374,0.0007382965,0.00004039163,0.0001934097,0.00007417555,0.0003133525,0.0001070951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003249437,"about_ca_system_score_gemma":0.00007355538,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01918237,"about_ca_topic_score_gemma":0.0181165,"domain_scores_codex":[0.9976275,0.00004247534,0.0009433241,0.0006528419,0.00008818248,0.0006457091],"domain_scores_gemma":[0.9990539,0.00008198136,0.0001744316,0.0003913933,0.00001103978,0.0002872374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001684851,0.0001272137,0.9346523,0.000009568056,0.00002330173,0.00002437961,0.0006240822,0.0001341611,4.371039e-7,0.05072814,0.002608917,0.01089898],"study_design_scores_gemma":[0.003238117,0.00009485567,0.6487855,0.00009914434,0.000005477166,0.000003325593,0.00002220657,0.0005587069,0.000002167684,0.1462376,0.2004446,0.0005083351],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881423,0.001111402,0.00002468431,0.006396539,0.0002465088,0.0003530523,0.00009601818,0.00004268642,0.003586859],"genre_scores_gemma":[0.8025799,0.002520914,0.0003924167,0.0006432637,0.0001945078,0.00001366269,0.00007036809,0.00004987244,0.1935351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2858669,"threshold_uncertainty_score":0.9999011,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W773831766","doi":"10.26686/lew.v0i0.1040","title":"Employment Dynamics in Regional Labour Markets: An Application of Gross Flows Analysis","year":2000,"lang":"en","type":"article","venue":"Labour Employment and Work in New Zealand","topic":"New Zealand Economic and Social Studies","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Royal Geographical Society","keywords":"Unemployment; Quarter (Canadian coin); Economics; Labour economics; Demographic economics; Labour supply; Geography; Economic growth","authors":[{"name":"Philip S. Morrison","is_ca":false},{"name":"Olga Berezovsky","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01539261157413923,"gpt":0.2293027874455837,"spread":0.2139101758714444,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004753765,0.0001940222,0.0006459813,0.0003089037,0.0000754717,0.00004694003,0.0001678895,0.0001265281,0.0003929469],"category_scores_gemma":[0.000006258013,0.000217271,0.00009494278,0.000791923,0.00005011941,0.0001677573,0.00003702966,0.000130747,0.00002693829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002166123,"about_ca_system_score_gemma":0.00001888868,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01452292,"about_ca_topic_score_gemma":0.02618525,"domain_scores_codex":[0.9983389,0.0000299585,0.0007661751,0.0004648742,0.00005175015,0.0003483116],"domain_scores_gemma":[0.9993749,0.00004552954,0.0002074712,0.0002434582,0.00001260764,0.0001160639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001502125,0.0001416971,0.9625316,0.000007566779,0.0001388218,0.000001719057,0.001199797,0.0004507994,3.022394e-7,0.02567539,0.0002983847,0.009403667],"study_design_scores_gemma":[0.001227575,0.00004880543,0.9339957,0.00001492541,0.00002048937,4.554858e-7,0.0001451047,0.00153364,8.526953e-7,0.0194158,0.04335165,0.0002450136],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956102,0.00123668,0.00005856967,0.001367947,0.00005503523,0.0002464464,0.00009705004,0.00001795503,0.001310137],"genre_scores_gemma":[0.9828791,0.003235623,0.0002342766,0.0002135287,0.0001033358,0.00003790725,0.00008769262,0.00002005209,0.01318851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04305327,"threshold_uncertainty_score":0.9920394,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1422665339","doi":"10.26686/lew.v0i0.1609","title":"An Investigation into the Measurement of Workplace Injury Severity","year":2006,"lang":"en","type":"article","venue":"Labour Employment and Work in New Zealand","topic":"Traffic and Road Safety","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Abbreviated Injury Scale; Injury Severity Score; Scale (ratio); Medicine; Occupational safety and health; Injury prevention; Human factors and ergonomics; Under-reporting; Injury surveillance; Poison control; Medical emergency; Emergency medicine; Physical therapy; Statistics; Geography; Pathology","authors":[{"name":"Clare Maslin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007772038826093787,"gpt":0.2058456957858267,"spread":0.1980736569597329,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002728732,0.0001091022,0.0001217138,0.00004104124,0.00004226307,0.00002135437,0.00008400403,0.0000600143,0.00001064051],"category_scores_gemma":[0.00000234849,0.00008043851,0.00001682858,0.0002319793,0.00003665398,0.00007445862,0.00001402169,0.0001119102,0.000001792006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004408705,"about_ca_system_score_gemma":0.00002470854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001171667,"about_ca_topic_score_gemma":0.00237541,"domain_scores_codex":[0.9993219,0.00003065363,0.000204629,0.0001139589,0.0001807595,0.0001481099],"domain_scores_gemma":[0.9997387,0.00001720373,0.0000280048,0.0001425348,0.00001766042,0.00005593027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009751994,0.00004052354,0.950169,0.00003185888,0.0000213158,0.0000012525,0.004014474,0.01534503,0.0007127289,0.0008685783,0.01119259,0.01750509],"study_design_scores_gemma":[0.0004626818,0.00003695401,0.9841325,0.00009455378,0.00001074372,4.065749e-7,0.00006898995,0.0003431811,0.001176772,0.002224812,0.01130638,0.0001419761],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983956,0.0005955746,0.00006166477,0.0004894087,0.0001171685,0.0001405954,0.00000168098,0.00007041405,0.0001278803],"genre_scores_gemma":[0.9987156,0.0001072613,0.000378307,0.00003783692,0.0001102362,0.000005660746,0.000006130082,0.00001299048,0.0006259321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03396351,"threshold_uncertainty_score":0.3280187,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1832979462","doi":"10.26686/lew.v0i0.1256","title":"The Use of New Technology and Rising Inequality in New Zealand: Evidence from Unit Record Data","year":2004,"lang":"en","type":"article","venue":"Labour Employment and Work in New Zealand","topic":"Labor market dynamics and wage inequality","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Inequality; Unit (ring theory); Quarter (Canadian coin); Distribution (mathematics); Demographic economics; Wage; Economics; Labour economics; Geography; Psychology","authors":[{"name":"Chris Hector","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1098407543145152,"gpt":0.2861346964090364,"spread":0.1762939420945213,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009757878,0.0002122688,0.0005181668,0.000263034,0.00007224995,0.0001873276,0.0004421441,0.0001847964,0.00002658473],"category_scores_gemma":[0.0004877826,0.0001877793,0.00002663972,0.0009142585,0.00008367001,0.0004306579,0.0004137038,0.0003124163,0.00000407008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006732788,"about_ca_system_score_gemma":0.000144054,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1311281,"about_ca_topic_score_gemma":0.05011091,"domain_scores_codex":[0.9979953,0.00005121416,0.000918663,0.0005944644,0.00006819986,0.0003721871],"domain_scores_gemma":[0.9981949,0.0004244086,0.0003849849,0.0008233829,0.00001913222,0.0001531565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001746646,0.00003660754,0.9657435,0.000007663584,0.00002678086,0.000006523509,0.000736238,0.0000446232,0.000004300528,0.01331601,0.0006334025,0.01926967],"study_design_scores_gemma":[0.001628624,0.00005749174,0.6633196,0.0002803772,0.000007440141,9.897515e-7,0.00003000462,0.00006076678,0.000007663863,0.2649654,0.0694278,0.0002139297],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843076,0.004179721,0.0004413559,0.01045126,0.0001852943,0.0002516849,0.0001503426,0.00002088812,0.00001189121],"genre_scores_gemma":[0.9778866,0.01170006,0.004681243,0.0002365735,0.0001435972,0.000003756404,0.00005057393,0.00002951653,0.005268085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.302424,"threshold_uncertainty_score":0.9672221,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1468241035","doi":"10.26686/lew.v0i0.1662","title":"Summary of Panel Discussion on Skills and Social Mobility","year":2008,"lang":"en","type":"article","venue":"Labour Employment and Work in New Zealand","topic":"Youth Education and Societal Dynamics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Panel discussion; Social mobility; Psychology; Applied psychology; Sociology; Business; Advertising; Social science","authors":[{"name":"David Bromell","is_ca":false},{"name":"Miles Corak","is_ca":true},{"name":"Bronwyn Cross","is_ca":false},{"name":"Roger Kerr","is_ca":false},{"name":"Charles Waldegrave","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02748994933906543,"gpt":0.2952248284141964,"spread":0.267734879075131,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002481034,0.00007832222,0.0001493947,0.00003578233,0.0002587495,0.00001847258,0.00006011821,0.00009045268,0.00003723552],"category_scores_gemma":[0.00002646344,0.00005701226,0.00002885301,0.0001820514,0.000227799,0.00006366945,0.00002635128,0.00009629765,0.000001578476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003503474,"about_ca_system_score_gemma":0.000100093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00148146,"about_ca_topic_score_gemma":0.001062918,"domain_scores_codex":[0.9992294,0.00009368191,0.0001569586,0.0001560132,0.0001884128,0.0001754972],"domain_scores_gemma":[0.9996971,0.00007715274,0.0000545126,0.0000621045,0.00001747177,0.00009165346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000277042,0.0001886907,0.91192,0.000006560768,0.000004957435,0.000001028186,0.07860967,0.000001112233,0.000004745918,0.002931736,0.00270282,0.003601038],"study_design_scores_gemma":[0.0004498571,0.00003364997,0.9743577,0.0000346984,0.000003990303,2.131484e-7,0.001752447,0.000001158469,0.000004183017,0.001724013,0.021548,0.00009011495],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934483,0.00006708249,0.000001640315,0.005556129,0.0001363798,0.000158992,0.000007357548,0.00001499616,0.0006090993],"genre_scores_gemma":[0.9595208,0.0006085114,0.00006143194,0.0002057749,0.0001125593,0.000003509967,0.000007692108,0.00000538911,0.03947436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07685722,"threshold_uncertainty_score":0.2324892,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1488366199","doi":"10.26686/lew.v0i0.1723","title":"The Quality of Temporary Jobs: Insights from the Survey of Working Life","year":2010,"lang":"en","type":"article","venue":"Labour Employment and Work in New Zealand","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Casual; Temporary work; Quarter (Canadian coin); Agency (philosophy); Work (physics); Demographic economics; Quality (philosophy); Business; Labour economics; Economics; Political science; Geography; Engineering; Sociology","authors":[{"name":"Sylvia Dixon","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1005445412060089,"gpt":0.3779564577916169,"spread":0.2774119165856079,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001757481,0.0001793976,0.0004320396,0.00004000167,0.0005636609,0.0000175551,0.0003057777,0.0001540611,0.00005760286],"category_scores_gemma":[0.0005571958,0.00009414894,0.00004886528,0.0004048278,0.0001963325,0.00005671873,0.0002484456,0.0006297862,0.000004604174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001173027,"about_ca_system_score_gemma":0.0002002034,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05493307,"about_ca_topic_score_gemma":0.1425135,"domain_scores_codex":[0.9972947,0.0009296733,0.0009157303,0.0002285669,0.0003055838,0.0003256983],"domain_scores_gemma":[0.9935322,0.005347041,0.0004845416,0.0004292276,0.0001047133,0.0001022358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003007746,0.00004087589,0.9755046,0.00001419741,0.00006629877,4.747581e-7,0.004699537,3.459735e-7,0.00006748414,0.002603959,0.0154902,0.001211256],"study_design_scores_gemma":[0.001034837,0.00002899039,0.9527965,0.0002080067,0.000009312052,2.716344e-8,0.000609315,4.152216e-7,0.00001850255,0.003527304,0.04166304,0.0001038132],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884525,0.002735487,0.000001830679,0.007007562,0.0007643793,0.0005078444,0.00002969688,0.00002127135,0.0004794616],"genre_scores_gemma":[0.994117,0.0008151929,0.00002639755,0.0004117794,0.0003005142,0.00002506119,0.00002355296,0.00001821892,0.004262299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08758038,"threshold_uncertainty_score":0.9513602,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1802347745","doi":"10.26686/lew.v0i0.1619","title":"Why are there so many Short Jobs in LEED?","year":2008,"lang":"en","type":"article","venue":"Labour Employment and Work in New Zealand","topic":"Information Systems Education and Curriculum Development","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Earnings; Quarter (Canadian coin); Spell; Demographic economics; Distribution (mathematics); Labour economics; Percentage point; Demography; Business; Economics; Geography; Mathematics; Accounting; Sociology; Finance","authors":[{"name":"Jason Timmins","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01753975133142296,"gpt":0.2378851597084449,"spread":0.2203454083770219,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002031762,0.0001371058,0.0001775944,0.0001690007,0.0001046174,0.0001382969,0.0002597288,0.00006356053,0.00004899959],"category_scores_gemma":[0.000005210639,0.0001172376,0.00002185707,0.0005753429,0.00002149902,0.0003231172,0.00008332999,0.0001219659,0.00004004425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006611345,"about_ca_system_score_gemma":0.0001273336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004914175,"about_ca_topic_score_gemma":0.0005124846,"domain_scores_codex":[0.9988878,0.00004120197,0.0003529186,0.0002175152,0.0002345392,0.0002660683],"domain_scores_gemma":[0.9995556,0.00002134777,0.00006940636,0.000210098,0.00003058879,0.0001129187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005599546,0.00004124307,0.937475,0.000006706529,0.000004921287,0.00002070112,0.007541795,0.00001565764,0.000001492945,0.003909322,0.04849491,0.002482681],"study_design_scores_gemma":[0.0004367805,0.00001251241,0.7941875,0.00009466214,6.005574e-7,0.00001994855,0.0001871966,0.00004046619,0.000029595,0.000215483,0.2046229,0.0001523464],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911656,0.0003527754,0.001374632,0.005531131,0.0003961076,0.0002499491,7.295432e-7,0.00005838531,0.0008706627],"genre_scores_gemma":[0.9809411,0.0002133017,0.001384996,0.002508996,0.00008423941,0.00003192814,0.000004318337,0.000007974159,0.01482311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.156128,"threshold_uncertainty_score":0.4780811,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2111403729","doi":"10.26686/lew.v0i0.1716","title":"When Conduct is Deemed to Occur in the Workplace and the Liability of Employers for the Sexual Harassment of one Co-Worker by Another","year":2010,"lang":"en","type":"article","venue":"Labour Employment and Work in New Zealand","topic":"Sexual Assault and Victimization Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Harassment; Appeal; Liability; Human rights; Tribunal; Vicarious liability; Dismissal; Law; Legislation; Political science; Consistency (knowledge bases); Employment discrimination; Labour law; Industrial relations; Business; Sociology; Tort","authors":[{"name":"Peter McLuskie","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04038841331089814,"gpt":0.3415905817594977,"spread":0.3012021684485996,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001838982,0.0001099442,0.0002428343,0.00003209479,0.000203155,0.0000573848,0.0002158396,0.00006972875,0.00007605864],"category_scores_gemma":[0.0001530426,0.00005631498,0.00002361139,0.0003056979,0.0004191285,0.00005378361,0.0000436625,0.0001413212,5.56868e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001329619,"about_ca_system_score_gemma":0.00005393437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005638632,"about_ca_topic_score_gemma":0.01406978,"domain_scores_codex":[0.9988414,0.0002031818,0.0002725074,0.0001869307,0.0002773629,0.0002186067],"domain_scores_gemma":[0.9982225,0.001402556,0.0001007652,0.0001781463,0.00005446875,0.0000415503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004983047,0.00008278296,0.8097031,0.000008313944,0.00004030454,7.583412e-8,0.10342,0.000005368489,0.00007268603,0.00161069,0.08088607,0.003672211],"study_design_scores_gemma":[0.005144031,0.0002148655,0.3891764,0.00006236324,0.00007020351,1.915761e-7,0.02767964,0.00001126064,0.0002538747,0.004333504,0.572808,0.0002456354],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9497038,0.0005380856,0.00005722381,0.04815081,0.0001064813,0.001187574,0.00002770252,0.000006760551,0.0002215784],"genre_scores_gemma":[0.9866288,0.0001948882,0.0002855195,0.001894191,0.0001099486,0.00009982842,0.000003096594,0.000009664603,0.01077407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.491922,"threshold_uncertainty_score":0.8523963,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1441629589","doi":"10.26686/lew.v0i0.1671","title":"Work Arrangements in New Zealand: First Results from the Survey of Working Life","year":2008,"lang":"en","type":"article","venue":"Labour Employment and Work in New Zealand","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Casual; Diversity (politics); Quarter (Canadian coin); Work (physics); Demographic economics; Job satisfaction; Survey data collection; Labour economics; Business; Psychology; Sociology; Engineering; Geography; Political science; Economics; Social psychology; Mathematics","authors":[{"name":"Michelle Barnes","is_ca":false},{"name":"Sharon Boyd","is_ca":false},{"name":"Sophie Flynn","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09250424899067819,"gpt":0.3157260907716927,"spread":0.2232218417810145,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001191639,0.0001395262,0.0002793886,0.00008316735,0.0002159344,0.00007161749,0.0002597297,0.0001109084,0.00008953558],"category_scores_gemma":[0.0003216956,0.0001082534,0.00003177445,0.001100671,0.00009099259,0.00007920901,0.00004574911,0.0001640052,0.00001359367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005237511,"about_ca_system_score_gemma":0.0004651299,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4944793,"about_ca_topic_score_gemma":0.3409047,"domain_scores_codex":[0.9981724,0.000371825,0.0005093198,0.0002581119,0.0003274354,0.0003609305],"domain_scores_gemma":[0.9984078,0.0009067359,0.0002095738,0.0002297375,0.00003108958,0.0002150671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001492519,0.00003287435,0.8166395,0.000001036404,0.00001271241,0.000001804621,0.07632045,0.000009942338,2.375806e-7,0.00009359422,0.1058524,0.0008861681],"study_design_scores_gemma":[0.001072756,0.00001082212,0.757935,0.0002222805,0.000003031186,1.124324e-7,0.0006119648,1.337171e-7,0.000001062614,0.0001797417,0.2398698,0.00009325629],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845007,0.0008916709,9.581918e-7,0.01314835,0.0004373124,0.0003081755,0.00002066016,0.00001590285,0.0006762324],"genre_scores_gemma":[0.9582424,0.001277358,0.00005344389,0.0003974919,0.0007920758,0.000006459926,0.00002782513,0.00001218179,0.03919083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1535747,"threshold_uncertainty_score":0.6711221,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1467825909","doi":"10.26686/lew.v0i0.1695","title":"Future Demand for Skills in New Zealand Compared with Forecasts for some Western Countries: Relative Importance of Expansion and Retirement Demand","year":2010,"lang":"en","type":"article","venue":"Labour Employment and Work in New Zealand","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Productivity; Recession; Labour economics; Economics; Public sector; Business; Economic growth; Macroeconomics; Economy","authors":[{"name":"Ram SriRamaratnam","is_ca":false},{"name":"Xintao Zhao","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01741703634070915,"gpt":0.311009591310166,"spread":0.2935925549694569,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006307655,0.0001703196,0.0003700407,0.0001037745,0.0001389467,0.00007701474,0.00009454785,0.0001341521,0.00001558058],"category_scores_gemma":[0.00003610031,0.000135082,0.00002761583,0.0002085761,0.0001092133,0.0002473446,0.00001853799,0.0001189744,3.60159e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003873746,"about_ca_system_score_gemma":0.0003475304,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002499612,"about_ca_topic_score_gemma":0.0733407,"domain_scores_codex":[0.998714,0.00005480382,0.0003974464,0.0002893553,0.0002017689,0.0003426395],"domain_scores_gemma":[0.9990502,0.0002928261,0.0002489332,0.0001353274,0.00006723288,0.0002055075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000291003,0.000043343,0.9325036,0.00004161497,0.00001771615,7.096893e-7,0.05544716,0.000002941877,0.00001687301,0.004604709,0.006379042,0.0006512647],"study_design_scores_gemma":[0.005993417,0.0002941132,0.7725353,0.0005634066,0.00003216043,0.000001924031,0.003316478,0.000004957131,0.00008631306,0.0094083,0.207446,0.0003175508],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989836,0.0006160461,0.00003416912,0.007817273,0.0002642087,0.001360837,0.0000287094,0.00001139556,0.00003132036],"genre_scores_gemma":[0.9789008,0.0005394229,0.0007357205,0.0002438502,0.0008527501,0.00007421266,0.00002070174,0.0000205569,0.01861197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.201067,"threshold_uncertainty_score":0.9435684,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1528047166","doi":"10.26686/lew.v0i0.2209","title":"The State of the New Zealand Labour Market","year":2015,"lang":"en","type":"article","venue":"Labour Employment and Work in New Zealand","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Economics; Unemployment; Labour economics; Inflation (cosmology); Quarter (Canadian coin); Population; Wage; Christian ministry; Labour supply; Unemployment rate; Wage growth; Working population; Demographic economics; Geography; Political science; Economic growth; Demography","authors":[{"name":"David Paterson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02504062085025288,"gpt":0.3091930864642197,"spread":0.2841524656139668,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001144052,0.0001015636,0.0001525188,0.0000363715,0.0002132473,0.0001431465,0.0002739498,0.00005335984,0.00007064806],"category_scores_gemma":[0.0001209832,0.00005861501,0.00003366591,0.0004971484,0.0001206375,0.00007838645,0.00005712737,0.0001158768,0.000008962157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004725692,"about_ca_system_score_gemma":0.0007072577,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05469203,"about_ca_topic_score_gemma":0.0341092,"domain_scores_codex":[0.9986584,0.0002923935,0.0002640604,0.0001378673,0.0003294928,0.0003178497],"domain_scores_gemma":[0.9991159,0.0002071049,0.0001472592,0.0002158374,0.00005687177,0.0002569995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000038097,0.00001295326,0.6037162,0.000002164412,0.000009846765,3.06149e-7,0.037051,0.000003277009,0.000001462104,0.004347248,0.3504105,0.004406996],"study_design_scores_gemma":[0.000427164,0.0000151842,0.2528898,0.00004266399,0.000003508495,3.816067e-7,0.001213206,2.12492e-7,0.000008487038,0.00968709,0.7356501,0.00006221268],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9528702,0.0009076511,8.390299e-7,0.0420141,0.0007084444,0.0002962524,0.000007652702,0.00001512241,0.003179755],"genre_scores_gemma":[0.4151328,0.0005062816,0.00002214709,0.0003043468,0.0004959069,0.000005304735,6.354799e-7,0.000008352963,0.5835242],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5803444,"threshold_uncertainty_score":0.9835158,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}