{"meta":{"query_hash":"498f9e089cee","filters":{"venue":"Life Sciences Society and Policy"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"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/498f9e089cee","api":"https://metacan.xera.ac/api/v1/cohort?venue=Life+Sciences+Society+and+Policy"},"results":[{"id":"W1664794056","doi":"10.1186/s40504-015-0025-z","title":"Governing the research-care divide in clinical biobanking: Dutch perspectives","year":2015,"lang":"en","type":"review","venue":"Life Sciences Society and Policy","topic":"Ethics in Clinical Research","field":"Medicine","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":"Centre for Advancing Health Outcomes; University of British Columbia","funders":"","keywords":"Biobank; Objectification; Health care; Engineering ethics; Scale (ratio); Medicine; Public relations; Political science; Engineering; Bioinformatics; Geography; Biology; Law","score_opus":0.8662619201321612,"score_gpt":0.7337373140382967,"score_spread":0.13252460609386452,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1664794056","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":"methods","model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":"methods","domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00062433246,0.98776174,0.00038678735,0.0066651306,0.00015266729,0.00001583845,0.000014226065,0.0000013298758,0.0043778643],"genre_scores_gemma":[0.024435647,0.9717423,0.00066711137,0.0023250026,0.00012439383,0.000054853765,0.000022020375,0.0000046683576,0.0006239874],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.9823559,0.01138088,0.0020151844,0.000718518,0.002925282,0.0006042207],"domain_scores_gemma":[0.98093444,0.015902575,0.0016308618,0.00025218545,0.001008686,0.00027122046],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.017103553,0.00046626388,0.0015169494,0.002941112,0.0010885419,0.007440364,0.0013630942,0.0031460628,0.0023049212],"category_scores_gemma":[0.02356089,0.00044525045,0.0006466031,0.007340519,0.0048923814,0.006454044,0.003716156,0.0026397288,0.00028796686],"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":[0.00009168851,0.000058083344,0.0008727508,0.060480285,0.00025404023,0.00089224015,0.018528197,0.0009528939,0.00048229515,0.43600017,0.012811616,0.46857575],"study_design_scores_gemma":[0.000039508606,0.000036294572,0.002059017,0.10599033,0.00024195401,0.0011426151,0.009011244,0.00019778282,0.00027780884,0.04366925,0.83729124,0.000043069234],"about_ca_topic_score_codex":0.020884318,"about_ca_topic_score_gemma":0.02620847,"teacher_disagreement_score":0.98289645,"about_ca_system_score_codex":0.010363793,"about_ca_system_score_gemma":0.02341602,"threshold_uncertainty_score":0.09045333},"labels":[],"label_agreement":null},{"id":"W2129316099","doi":"10.1186/s40504-014-0006-7","title":"Challenges for the European governance of synthetic biology for human health","year":2014,"lang":"en","type":"article","venue":"Life Sciences Society and Policy","topic":"CRISPR and Genetic Engineering","field":"Biochemistry, Genetics and Molecular Biology","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre for Advancing Health Outcomes; University of British Columbia","funders":"European Commission","keywords":"Corporate governance; Political science; Human health; Environmental planning; Biology; Engineering ethics; Geography; Business; Medicine; Environmental health; Engineering","score_opus":0.03394431142146303,"score_gpt":0.3699603271812944,"score_spread":0.33601601575983137,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2129316099","genre_codex":"commentary","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.048072137,0.008075199,0.10264621,0.72624534,0.002299317,0.0001776587,0.0001134188,0.00019840179,0.112172276],"genre_scores_gemma":[0.84301823,0.0048377784,0.04577008,0.0866771,0.0010704752,0.0003208342,0.0001023805,0.00011168867,0.018091474],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.96478045,0.0226995,0.0017535036,0.0033605164,0.0044647525,0.002941314],"domain_scores_gemma":[0.9677458,0.017695181,0.003425973,0.0045422385,0.0033698797,0.0032208955],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08330496,0.00047192437,0.0007016135,0.00096941664,0.004884562,0.016474308,0.0023216687,0.015560548,0.0038979908],"category_scores_gemma":[0.052653924,0.0005513884,0.001012629,0.0011782814,0.015635846,0.012163189,0.009244452,0.0127443,0.0005854225],"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":[0.000013963636,0.00002446995,0.00034650113,0.000034132096,0.000007610861,0.00007893726,0.0013901917,0.0013074017,0.00029763574,0.9830725,0.004237103,0.009189378],"study_design_scores_gemma":[0.00003129066,0.00006800933,0.0009513463,0.000333733,0.000010900864,0.0001514406,0.0026080292,0.0023847765,0.0005806283,0.7736985,0.2191173,0.00006407203],"about_ca_topic_score_codex":0.004906595,"about_ca_topic_score_gemma":0.0035396973,"teacher_disagreement_score":0.08330496,"about_ca_system_score_codex":0.00781918,"about_ca_system_score_gemma":0.019858366,"threshold_uncertainty_score":0.44056398},"labels":[],"label_agreement":null},{"id":"W2137674924","doi":"10.1186/s40504-015-0030-2","title":"Islet Xeno/transplantation and the risk of contagion: local responses from Canada and Australia to an emerging global technoscience","year":2015,"lang":"en","type":"review","venue":"Life Sciences Society and Policy","topic":"Xenotransplantation and immune response","field":"Medicine","cited_by":15,"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":"Department of Education and Training; Australian Government","keywords":"Technoscience; Xenotransplantation; Transplantation; Context (archaeology); Political science; Public consultation; Environmental ethics; Sociology; Medicine; Biology; Law; Social science; Internal medicine","score_opus":0.07057931466127385,"score_gpt":0.40419622842646147,"score_spread":0.33361691376518765,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2137674924","genre_codex":"empirical","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9404921,0.0021129802,0.00031813822,0.03345539,0.00007619328,0.000030255904,0.000020257834,0.000008158781,0.023486504],"genre_scores_gemma":[0.9925679,0.00090433244,0.00010236699,0.0032568842,0.0000117559075,0.00000796442,0.0000049948553,0.0000050599733,0.0031389056],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99514943,0.0013415426,0.0000854166,0.00027394688,0.0010679412,0.002081777],"domain_scores_gemma":[0.9938909,0.0020149776,0.00077687856,0.000120290824,0.0011574806,0.002039484],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0041211867,0.00019806973,0.00030259235,0.0011249122,0.018528897,0.0058007087,0.0009927909,0.0020176366,0.0027438134],"category_scores_gemma":[0.0062970743,0.00021110335,0.0002186036,0.0015862792,0.016141957,0.001114846,0.005971838,0.0032900008,0.00008043809],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033597316,0.00019258884,0.08609238,0.00045241744,0.00007114163,0.006021927,0.730121,0.0010574057,0.0054408014,0.10511329,0.011788877,0.053312138],"study_design_scores_gemma":[0.000032402502,0.00013670277,0.10758802,0.000438551,0.00007412729,0.00069510314,0.7374225,0.0007593957,0.001622259,0.009453065,0.14160489,0.00017307154],"about_ca_topic_score_codex":0.92350054,"about_ca_topic_score_gemma":0.9602586,"teacher_disagreement_score":0.9814711,"about_ca_system_score_codex":0.06574716,"about_ca_system_score_gemma":0.080989614,"threshold_uncertainty_score":0.47703123},"labels":[],"label_agreement":null},{"id":"W2281588222","doi":"10.1186/s40504-016-0034-6","title":"Parental perspectives on consent for participation in large-scale, non-biological data repositories","year":2016,"lang":"en","type":"article","venue":"Life Sciences Society and Policy","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ambrose University; PolicyWise for Children & Families; University of Calgary; International Development Research Centre","funders":"Alberta Children's Hospital Research Institute; Alberta Centre for Child, Family and Community Research","keywords":"Informed consent; Worry; Reciprocity (cultural anthropology); Psychology; Qualitative research; Data collection; Qualitative property; Data sharing; Grounded theory; Medical education; Social psychology; Medicine; Alternative medicine; Computer science; Psychiatry; Sociology","score_opus":0.5167257715798041,"score_gpt":0.6033416277715199,"score_spread":0.08661585619171575,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2281588222","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":"methods","model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":"methods","domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9006466,0.0028733662,0.03234541,0.0400679,0.0003370418,0.00039033973,0.00031220808,0.00010099786,0.02292604],"genre_scores_gemma":[0.99370265,0.00071183377,0.0034833222,0.0012124983,0.000031682826,0.00011442006,0.000057180765,0.000017683695,0.00066883606],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.90231097,0.08450253,0.0037889732,0.0014672673,0.0058154985,0.0021147921],"domain_scores_gemma":[0.75355995,0.20277086,0.017824084,0.009460032,0.01061661,0.0057685296],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.10010115,0.00028568294,0.00032243467,0.0008067791,0.004192311,0.0045099747,0.0010973357,0.0015628992,0.0030439792],"category_scores_gemma":[0.18864807,0.0004913318,0.00051061186,0.0007556047,0.0066632573,0.0044323467,0.004397628,0.0033218516,0.00036146064],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001862347,0.00003829133,0.03296107,0.00031135633,0.00003235555,0.0032725336,0.90697545,0.00018330108,0.0017079308,0.016756168,0.0025742888,0.035001095],"study_design_scores_gemma":[0.000045729244,0.0003276757,0.022993108,0.0019437942,0.000071653456,0.0075822948,0.8736346,0.0008395577,0.0033643004,0.013621864,0.07545735,0.000118062126],"about_ca_topic_score_codex":0.0051459596,"about_ca_topic_score_gemma":0.004522333,"teacher_disagreement_score":0.8998988,"about_ca_system_score_codex":0.0033056303,"about_ca_system_score_gemma":0.007408857,"threshold_uncertainty_score":0.5293918},"labels":[],"label_agreement":null},{"id":"W2884141902","doi":"10.1186/s40504-018-0081-2","title":"Clinical exome sequencing in France and Quebec: what are the challenges? What does the future hold?","year":2018,"lang":"en","type":"article","venue":"Life Sciences Society and Policy","topic":"Genomics and Rare Diseases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McGill University; McGill Genome Centre","funders":"Fonds de Recherche du Québec - Santé; Mitacs; Canadian Institutes of Health Research; Université Toulouse III - Paul Sabatier; Centre de Développement des Composites du Québec","keywords":"Philosophy of science; Exome sequencing; Sociology; Engineering ethics; Epistemology; Social science; Biology; Genetics; Philosophy; Engineering; Mutation; Gene","score_opus":0.02651922845853271,"score_gpt":0.3155472881265719,"score_spread":0.2890280596680392,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2884141902","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71942675,0.01850027,0.008246985,0.19987531,0.00037784153,0.0003571757,0.0030544589,0.00018486952,0.049976315],"genre_scores_gemma":[0.96820426,0.003806058,0.0036638163,0.0136581445,0.000051427793,0.00014253221,0.00062866387,0.00004129838,0.009803805],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99339044,0.0030000377,0.00021424452,0.00062224886,0.0013564646,0.0014165379],"domain_scores_gemma":[0.9815638,0.007949475,0.0017805402,0.00043342749,0.0050247908,0.0032478739],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007963856,0.0003379804,0.00030930908,0.0008597833,0.008954815,0.0043037934,0.0013545834,0.0019295784,0.004050812],"category_scores_gemma":[0.014222265,0.00022968139,0.00028460802,0.0023755108,0.003808405,0.0020152933,0.001961105,0.001454901,0.00019275388],"study_design_candidate":"qualitative","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":[0.00047911512,0.00026610983,0.41217455,0.0013060166,0.00021682122,0.011528646,0.1775132,0.004059751,0.0093170935,0.046389546,0.09101386,0.24573524],"study_design_scores_gemma":[0.000057164416,0.00017539534,0.41713527,0.0020989464,0.000092223985,0.0020484244,0.27607533,0.003259654,0.0018811541,0.003054549,0.29385215,0.00026965054],"about_ca_topic_score_codex":0.98401153,"about_ca_topic_score_gemma":0.9899272,"teacher_disagreement_score":0.98401153,"about_ca_system_score_codex":0.08876115,"about_ca_system_score_gemma":0.12111694,"threshold_uncertainty_score":0.64401025},"labels":[],"label_agreement":null},{"id":"W4244646628","doi":"10.1186/s40504-016-0035-5","title":"Erratum to: Islet Xeno/transplantation and the risk of contagion: local responses from Canada and Australia to an emerging global technoscience","year":2016,"lang":"en","type":"erratum","venue":"Life Sciences Society and Policy","topic":"Xenotransplantation and immune response","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Technoscience; Islet; Transplantation; Political science; Medicine; Internal medicine; Sociology; Social science; Insulin","score_opus":0.023111292512218936,"score_gpt":0.3329638414648792,"score_spread":0.30985254895266023,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4244646628","genre_codex":"editorial","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00037996273,0.0015856486,0.00010735174,0.18504092,0.8073062,0.000025670704,0.00061453984,0.000069026464,0.0048707356],"genre_scores_gemma":[0.0128710065,0.015458626,0.0019516113,0.30086535,0.3223315,0.00013438464,0.001130245,0.00048603353,0.34477127],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978015,0.00021103761,0.0005739251,0.00017965236,0.00096863584,0.00026526247],"domain_scores_gemma":[0.98429626,0.0036356044,0.0009988715,0.00044102868,0.009403807,0.0012244536],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00256709,0.0014175429,0.0013207789,0.0019129725,0.004621415,0.0034814652,0.002053214,0.010308689,0.022601336],"category_scores_gemma":[0.028891396,0.0009013157,0.001217558,0.001742787,0.002281013,0.0016596183,0.0012026518,0.010764137,0.0101581495],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012731696,0.000008246543,0.00012826934,0.000042460768,0.0000028837599,0.00017658561,0.000034728586,0.00001962036,0.000016057775,0.0004164687,0.99707067,0.002071359],"study_design_scores_gemma":[0.00003031628,0.00002396962,0.0020604427,0.00048181106,0.000029251467,0.00034060958,0.0005638416,0.00013627185,0.0001541358,0.00078303344,0.9953513,0.00004501725],"about_ca_topic_score_codex":0.21455628,"about_ca_topic_score_gemma":0.329245,"teacher_disagreement_score":0.9953786,"about_ca_system_score_codex":0.007643273,"about_ca_system_score_gemma":0.018732313,"threshold_uncertainty_score":0.42661482},"labels":[],"label_agreement":null}]}