{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"6122b12f4a41","filters":{"venue":"Historical Life Course Studies"}},"results":[{"id":"W3132412780","doi":"10.51964/hlcs9299","title":"An Overview of the BALSAC Population Database. Past Developments, Current State and Future Prospects","year":2020,"lang":"en","type":"article","venue":"Historical Life Course Studies","topic":"Data Analysis and Archiving","field":"Social Sciences","cited_by":36,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Université du Québec à Chicoutimi","funders":"Université de Montréal; Université du Québec à Chicoutimi; McGill University; Université Laval","keywords":"Population; Database; Genealogy; Geography; Record linkage; Period (music); State (computer science); Data science; Political science; History; Sociology; Demography; Computer science","authors":[{"name":"Hélène Vézina","is_ca":true},{"name":"Jean‐Sébastien Bournival","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1185926835119926,"gpt":0.3820818332840979,"spread":0.2634891497721053,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01028234,0.001006988,0.001609894,0.02434957,0.001995187,0.0076263,0.003792255,0.001317964,0.02141244],"category_scores_gemma":[0.01949527,0.0006752757,0.0007050762,0.04457104,0.0009348597,0.005153427,0.00298218,0.002223312,0.01513021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01183922,"about_ca_system_score_gemma":0.02647636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4621895,"about_ca_topic_score_gemma":0.352185,"domain_scores_codex":[0.9941661,0.001002925,0.0009794774,0.0009370537,0.002580578,0.0003338451],"domain_scores_gemma":[0.9759102,0.003340276,0.001196668,0.00278198,0.01464843,0.002122416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001955681,0.00006234206,0.01127435,0.001818627,0.0000916529,0.0001250409,0.0003040607,0.001152268,0.0004889546,0.009319513,0.6096277,0.3655399],"study_design_scores_gemma":[0.0000164856,0.00001119141,0.008654698,0.0007781847,0.00002127328,0.0001387735,0.000116,0.000835124,0.0001886254,0.001080936,0.9881102,0.00004850106],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.008777935,0.1098656,0.03890895,0.01539184,0.002228617,0.001694223,0.7372833,0.01357302,0.0722765],"genre_scores_gemma":[0.01974468,0.05635672,0.09891904,0.003226996,0.0009837024,0.001557011,0.7966453,0.001938124,0.02062849],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4621895,"threshold_uncertainty_score":0.9189985,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3195634576","doi":"10.51964/hlcs10912","title":"Reconstructing a Longitudinal Dataset for Tasmania","year":2021,"lang":"en","type":"article","venue":"Historical Life Course Studies","topic":"Australian History and Society","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"","keywords":"Census; Resource (disambiguation); Geography; Longitudinal data; Genealogy; Key (lock); Library science; Data science; History; Cartography; Computer science; Demography; Data mining; Sociology; Computer security; Population","authors":[{"name":"Trudy Cowley","is_ca":false},{"name":"Lucy Frost","is_ca":false},{"name":"Kris Inwood","is_ca":true},{"name":"Rebecca Kippen","is_ca":false},{"name":"Hamish Maxwell‐Stewart","is_ca":false},{"name":"Monika Schwarz","is_ca":false},{"name":"John Shepherd","is_ca":false},{"name":"Richard Tuffin","is_ca":false},{"name":"Mark A. Williams","is_ca":false},{"name":"John K. Wilson","is_ca":false},{"name":"Paul Wilson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1996525450546106,"gpt":0.4041723964741391,"spread":0.2045198514195285,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002144621,0.0002498261,0.0003132319,0.002559797,0.0007620125,0.0008699255,0.0009539629,0.0003114399,0.004947115],"category_scores_gemma":[0.008620999,0.0004428082,0.0005651249,0.005446684,0.0002769383,0.0004901796,0.001336342,0.0009260534,0.001787641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004621589,"about_ca_system_score_gemma":0.007703112,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6388171,"about_ca_topic_score_gemma":0.6172785,"domain_scores_codex":[0.9992799,0.0002254925,0.00006618518,0.0001565558,0.0001300231,0.0001419042],"domain_scores_gemma":[0.9969843,0.0003428377,0.0004347309,0.000677816,0.001371142,0.0001891458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003810895,0.0001491862,0.5200253,0.0004166882,0.0007040887,0.001028042,0.008555691,0.02411209,0.002120643,0.02084486,0.3064741,0.1151882],"study_design_scores_gemma":[0.00004469532,0.00008447647,0.7947617,0.0002976179,0.0001431962,0.0001873463,0.00350065,0.02301691,0.0008362183,0.003250826,0.173811,0.00006539083],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.4547964,0.001168245,0.02320008,0.002639189,0.0002149517,0.000424187,0.5038089,0.00121011,0.0125381],"genre_scores_gemma":[0.504429,0.0006437538,0.03038992,0.0003689253,0.00005899014,0.0007868747,0.4548458,0.0001949527,0.008281711],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6388171,"threshold_uncertainty_score":0.7266198,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4366989022","doi":"10.51964/hlcs13984","title":"PRDH and IMPQ 1800–1849 Quebec Historical Family Reconstitution. Content, Design and Biographical Completeness","year":2023,"lang":"en","type":"article","venue":"Historical Life Course Studies","topic":"Historical Studies and Socio-cultural Analysis","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Université de Montréal","funders":"","keywords":"Population; Genealogy; Historical demography; Family tree; Geography; History; Sociology; Ethnology; Demography; Research methodology","authors":[{"name":"Lisa Dillon","is_ca":true},{"name":"Marilyn Amorevieta‐Gentil","is_ca":true},{"name":"Alain Gagnon","is_ca":true},{"name":"Bertrand Desjardins","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1914982131838831,"gpt":0.2688846789855365,"spread":0.07738646580165337,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007019945,0.0003428225,0.0002946738,0.008111109,0.005094632,0.003098324,0.002176112,0.000424407,0.01674993],"category_scores_gemma":[0.01480758,0.0005058721,0.0002987062,0.01501296,0.002704858,0.001268348,0.002799488,0.001011597,0.001519222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0621424,"about_ca_system_score_gemma":0.04551475,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9701785,"about_ca_topic_score_gemma":0.9586173,"domain_scores_codex":[0.9967428,0.0008281585,0.0002482557,0.0005108563,0.001195404,0.000474605],"domain_scores_gemma":[0.9892,0.001183974,0.0008187271,0.001181538,0.00682134,0.0007944083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008497662,0.0002740052,0.2029031,0.001618981,0.0001244045,0.001033004,0.100637,0.002842661,0.002062269,0.09659711,0.2347085,0.3563491],"study_design_scores_gemma":[0.0000432704,0.0000616512,0.3752893,0.000904159,0.00003557778,0.0002099563,0.02278347,0.001104992,0.0009390797,0.001203522,0.5973532,0.00007189501],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4270672,0.007360984,0.02087585,0.00972474,0.0004624503,0.01544257,0.2985886,0.001070263,0.2194074],"genre_scores_gemma":[0.7521089,0.003822659,0.04065813,0.002656925,0.0001907356,0.02562321,0.09772825,0.000502601,0.07670857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0621424,"threshold_uncertainty_score":0.4508768,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3147946192","doi":"10.51964/hlcs9558","title":"Historical Databases Now and in the Future","year":2021,"lang":"en","type":"article","venue":"Historical Life Course Studies","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"European Social Fund; Vlaamse regering; Fonds Wetenschappelijk Onderzoek","keywords":"Database; Sample (material); Longitudinal data; Quality (philosophy); History; Data science; Computer science; Data mining; Chemistry; Epistemology","authors":[{"name":"Kris Inwood","is_ca":true},{"name":"Hamish Maxwell‐Stewart","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06728943651384615,"gpt":0.3358663994345824,"spread":0.2685769629207362,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01305189,0.0003539108,0.0006281895,0.007591246,0.0015997,0.0133029,0.002884826,0.001239973,0.03699426],"category_scores_gemma":[0.04820507,0.0006855018,0.0004081241,0.02573972,0.0009640373,0.01462145,0.003701901,0.001862145,0.01081012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003467145,"about_ca_system_score_gemma":0.00587873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02179564,"about_ca_topic_score_gemma":0.01622715,"domain_scores_codex":[0.9893806,0.00339852,0.002255073,0.001736134,0.002767417,0.0004621969],"domain_scores_gemma":[0.9633562,0.009323251,0.003855639,0.008900637,0.01156992,0.002994426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001649179,0.00004383032,0.008378876,0.0009613599,0.00008387974,0.0002048145,0.001794449,0.00111328,0.00058841,0.1652499,0.3360963,0.4853199],"study_design_scores_gemma":[0.000005960783,0.000004701681,0.002047239,0.0003436197,0.00001334963,0.00005993477,0.0005713177,0.0001867923,0.0001890917,0.01067733,0.9858842,0.00001651484],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02056172,0.1146091,0.1140323,0.09926366,0.01228737,0.0003864624,0.2132046,0.004411201,0.4212435],"genre_scores_gemma":[0.195046,0.1373579,0.1566161,0.01408567,0.005913934,0.0008625925,0.3476462,0.002407424,0.140064],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03699426,"threshold_uncertainty_score":0.1237581,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4384524480","doi":"10.51964/hlcs15759","title":"Introduction: Content, Design and Structure of Major Databases with Historical Longitudinal Population Data","year":2023,"lang":"en","type":"article","venue":"Historical Life Course Studies","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Linkage (software); Data science; Crowdsourcing; Computer science; Database; Population; Information retrieval; World Wide Web; Sociology","authors":[{"name":"George Alter","is_ca":false},{"name":"Kees Mandemakers","is_ca":false},{"name":"Hélène Vézina","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.5645442949893535,"gpt":0.4397790172587845,"spread":0.124765277730569,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01991251,0.0005195294,0.0006430697,0.004586717,0.001909098,0.007745533,0.002189028,0.001125436,0.0181773],"category_scores_gemma":[0.06543387,0.0009283216,0.0009002901,0.007697013,0.001634374,0.00503217,0.003069069,0.001499414,0.00791329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001940198,"about_ca_system_score_gemma":0.003118695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002214735,"about_ca_topic_score_gemma":0.001404448,"domain_scores_codex":[0.9871849,0.006229794,0.001618894,0.001784128,0.002870941,0.0003112484],"domain_scores_gemma":[0.9475303,0.02431379,0.002973548,0.009499061,0.01451161,0.001171779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006289894,0.0002928158,0.01426729,0.001982595,0.0001310021,0.0001751732,0.002387808,0.004460858,0.005098068,0.09478725,0.3979352,0.4778531],"study_design_scores_gemma":[0.0001682744,0.0003667894,0.01282249,0.001233557,0.0001525801,0.0005449019,0.001306112,0.01602466,0.01397897,0.04945958,0.9037938,0.0001482566],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"editorial","genre_scores_codex":[0.0330336,0.006038769,0.8027377,0.02555218,0.005119781,0.006510213,0.06895769,0.01007638,0.0419737],"genre_scores_gemma":[0.09986775,0.004615055,0.810987,0.003880607,0.003449604,0.006774627,0.0482274,0.002684768,0.01951312],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.01991251,"threshold_uncertainty_score":0.1053087,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}