{"meta":{"query_hash":"b8301e6aac85","filters":{"venue":"Law, governance and technology series"},"cohort_total":19,"direct_labels_cover":0,"predictions_cover":19,"exported":19,"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/b8301e6aac85","api":"https://metacan.xera.ac/api/v1/cohort?venue=Law%2C+governance+and+technology+series"},"results":[{"id":"W123169991","doi":"10.1007/978-94-007-2543-0_7","title":"Privacy Impact Assessments in Canada","year":2011,"lang":"en","type":"book-chapter","venue":"Law, governance and technology series","topic":"Criminal Law and Evidence","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Toolbox; Personally identifiable information; Internet privacy; Information privacy; Privacy policy; Privacy law; Range (aeronautics); Privacy by Design; Business; Computer security; Political science; Computer science; Engineering","score_opus":0.024180525692469222,"score_gpt":0.28993600147874166,"score_spread":0.26575547578627245,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W123169991","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017824102,0.0042779758,0.0000016096818,0.0050743017,0.0003392561,0.00025876047,0.00009005871,0.000088996945,0.97204494],"genre_scores_gemma":[0.81526417,0.009487862,0.00007636895,0.00015005433,0.000058275324,0.000013205953,0.0000038610488,0.00002174295,0.17492445],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99883616,0.000010620655,0.00021042573,0.0003211471,0.00026080053,0.00036082396],"domain_scores_gemma":[0.99935323,0.000032434673,0.00022267782,0.00027492928,0.00005268913,0.00006403792],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010022842,0.00022158906,0.00035199165,0.000038537844,0.00021285116,0.00002891072,0.00040035523,0.0003900241,0.0003416659],"category_scores_gemma":[0.000041879757,0.00021408036,0.000035573685,0.00006711783,0.0008677715,0.00031784174,0.00015560827,0.00037009278,0.000011019941],"study_design_candidate":"theoretical_or_conceptual","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":[0.000017540111,0.000004175602,0.00531075,0.000017056866,0.000019825433,0.00011262723,0.0001867971,3.762647e-8,0.0000025837328,0.98475784,0.0016610997,0.007909683],"study_design_scores_gemma":[0.000071846596,0.00006356421,0.0022039253,0.00019172122,0.000016737504,0.000009536141,0.0002163501,8.8476106e-8,0.000029862103,0.18115221,0.8158094,0.00023473043],"about_ca_topic_score_codex":0.9525436,"about_ca_topic_score_gemma":0.9970911,"teacher_disagreement_score":0.8141483,"about_ca_system_score_codex":0.0006197289,"about_ca_system_score_gemma":0.0014650419,"threshold_uncertainty_score":0.87299436},"labels":[],"label_agreement":null},{"id":"W1408590366","doi":"10.1007/978-3-319-19626-8_4","title":"Evaluating Expert Opinion Evidence","year":2015,"lang":"en","type":"book-chapter","venue":"Law, governance and technology series","topic":"Multi-Agent Systems and Negotiation","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Argumentation theory; Argument (complex analysis); Expert opinion; Set (abstract data type); Construct (python library); Computer science; Epistemology; Matching (statistics); Management science; Mathematics; Engineering; Philosophy","score_opus":0.10939362462957954,"score_gpt":0.3348380261112526,"score_spread":0.22544440148167305,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1408590366","genre_codex":"review","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0010565261,0.5476731,0.041166954,0.040819265,0.010493855,0.0030502363,0.000098736484,0.00410619,0.3515351],"genre_scores_gemma":[0.12175002,0.09408232,0.067958005,0.0015646648,0.0018255579,0.00037303468,0.000040992472,0.00023222946,0.71217316],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99836177,0.000017311868,0.00033392396,0.0006341995,0.00041973536,0.00023306682],"domain_scores_gemma":[0.99843407,0.000046782076,0.00050235,0.0007672538,0.00019722313,0.000052346357],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00029036586,0.00029276923,0.00037462168,0.00006490176,0.00017309315,0.00009411373,0.0006626738,0.0005333311,0.000021261243],"category_scores_gemma":[0.00010003828,0.00027392388,0.000044702305,0.000077043325,0.0002672332,0.0009343812,0.0004899369,0.000264461,0.000055317934],"study_design_candidate":"theoretical_or_conceptual","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":[0.0000057456696,0.0000038915914,0.000024013021,0.00003523717,0.00001832079,0.000008782146,0.00014711687,0.0000012735782,0.0002223565,0.9599779,0.0025874858,0.036967862],"study_design_scores_gemma":[0.00026556887,0.00036542202,0.000050707295,0.0014868557,0.000007945175,0.00011630425,0.000023516151,0.0007772297,0.0008327978,0.11372767,0.8818394,0.00050661137],"about_ca_topic_score_codex":0.00010025766,"about_ca_topic_score_gemma":0.000120227574,"teacher_disagreement_score":0.8792519,"about_ca_system_score_codex":0.00009130127,"about_ca_system_score_gemma":0.000096746124,"threshold_uncertainty_score":0.9999713},"labels":[],"label_agreement":null},{"id":"W1467796754","doi":"10.1007/978-3-319-19626-8_1","title":"Introduction to Argument and Explanation","year":2015,"lang":"en","type":"book-chapter","venue":"Law, governance and technology series","topic":"Multi-Agent Systems and Negotiation","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Argument (complex analysis); Epistemology; Philosophy; Medicine","score_opus":0.012359341131372907,"score_gpt":0.21117853825308666,"score_spread":0.19881919712171375,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1467796754","genre_codex":"commentary","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014103478,0.049799323,0.10408083,0.42484167,0.012612288,0.0056826365,0.00031078493,0.0042833923,0.3842856],"genre_scores_gemma":[0.16416484,0.0069444315,0.01849864,0.00090997753,0.0020595898,0.00018159884,0.000064467065,0.00008880151,0.80708766],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990349,0.0000053408367,0.00018872235,0.00045952713,0.00018281031,0.00012868956],"domain_scores_gemma":[0.99928063,0.000006273338,0.00020711063,0.0003670972,0.00009286384,0.00004604054],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010634849,0.00017678733,0.00022089217,0.00008197732,0.000096288415,0.000065206215,0.00018680531,0.000274962,0.000010757266],"category_scores_gemma":[0.000017359038,0.00017026653,0.000013660754,0.000056795365,0.000103162914,0.00041617555,0.00020717666,0.00012618363,0.000030873773],"study_design_candidate":"theoretical_or_conceptual","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":[0.0000046660484,0.0000034122136,0.000022254017,0.00001937172,0.0000142684385,0.0000043558202,0.00010033403,8.353804e-7,0.00012576293,0.97290486,0.009292158,0.017507691],"study_design_scores_gemma":[0.00013717996,0.00014296819,0.00009742538,0.00005993385,0.000008187505,0.00005862394,0.000015365222,0.00003966509,0.0007179126,0.060382526,0.9381453,0.00019493814],"about_ca_topic_score_codex":0.00003723725,"about_ca_topic_score_gemma":0.00026530802,"teacher_disagreement_score":0.9288531,"about_ca_system_score_codex":0.00006416112,"about_ca_system_score_gemma":0.000019632946,"threshold_uncertainty_score":0.69432676},"labels":[],"label_agreement":null},{"id":"W188881000","doi":"10.1007/978-94-017-9385-8_12","title":"Evolving FIPPs: Proactive Approaches to Privacy, Not Privacy Paternalism","year":2014,"lang":"en","type":"book-chapter","venue":"Law, governance and technology series","topic":"Privacy, Security, and Data Protection","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Privacy Analytics (Canada)","funders":"","keywords":"Transparency (behavior); Privacy by Design; Privacy policy; Information privacy; Internet privacy; Paternalism; Accountability; Privacy software; Business; FTC Fair Information Practice; Data Protection Act 1998; Order (exchange); Computer security; Information privacy law; Political science; Computer science; Law","score_opus":0.04640120005036655,"score_gpt":0.2487528272679391,"score_spread":0.20235162721757255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W188881000","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017943475,0.007362793,0.0023300387,0.09577929,0.0022642117,0.005427031,0.0009644309,0.002767034,0.8651617],"genre_scores_gemma":[0.73695135,0.008137782,0.0045314515,0.001096061,0.0014686948,0.00043831032,0.00007337038,0.00017396614,0.24712902],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.997483,0.00005165224,0.00039726027,0.00094505964,0.0005276968,0.00059533044],"domain_scores_gemma":[0.99814814,0.00006405007,0.00051499275,0.0009846147,0.00013792435,0.00015027613],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00041259715,0.00049226795,0.00064008404,0.00014585469,0.0009108155,0.00022132833,0.0012893128,0.0012105382,0.00009570148],"category_scores_gemma":[0.00062563404,0.0005003285,0.00009480397,0.00015228859,0.0016100719,0.00086965354,0.0014348637,0.0007696416,0.0000817286],"study_design_candidate":"theoretical_or_conceptual","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":[0.000059620183,0.000017287719,0.00012522111,0.000070303446,0.00008442666,0.0000148119425,0.0033347027,9.026278e-8,0.000037855996,0.9767761,0.0014763818,0.018003155],"study_design_scores_gemma":[0.0001799742,0.0001564491,0.00017349827,0.00020522365,0.00004589016,0.000014766551,0.00027567561,0.0000019838799,0.00091768126,0.28723598,0.71030974,0.00048315676],"about_ca_topic_score_codex":0.0021586786,"about_ca_topic_score_gemma":0.004253208,"teacher_disagreement_score":0.71900785,"about_ca_system_score_codex":0.00023754517,"about_ca_system_score_gemma":0.0001594833,"threshold_uncertainty_score":0.99974483},"labels":[],"label_agreement":null},{"id":"W2148535727","doi":"10.1007/978-3-319-19626-8_5","title":"Attribution of a Portrait to Leonardo da Vinci","year":2015,"lang":"en","type":"book-chapter","venue":"Law, governance and technology series","topic":"Multi-Agent Systems and Negotiation","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Argumentation theory; Portrait; Skepticism; Argument (complex analysis); Attribution; The Renaissance; Guardian; Art; Art history; Psychology; Epistemology; Philosophy; Social psychology; Law; Political science; Medicine","score_opus":0.023453604718107625,"score_gpt":0.23360666154882354,"score_spread":0.21015305683071592,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2148535727","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.031996664,0.058129955,0.23494771,0.076200604,0.0074322075,0.006726875,0.0026127386,0.0044517466,0.5775015],"genre_scores_gemma":[0.6908234,0.0014099694,0.009535838,0.0003796498,0.00022871478,0.00007443821,0.000054120486,0.00006722479,0.2974267],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99872863,0.0000066046173,0.00034354653,0.00044322596,0.00028576815,0.00019224845],"domain_scores_gemma":[0.99867356,0.000010615065,0.00046231074,0.00058939075,0.00020658424,0.000057568464],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001415622,0.00023078399,0.00042553188,0.00008627489,0.00007335063,0.000031565767,0.0004695575,0.00047795026,0.000015196443],"category_scores_gemma":[0.000020853166,0.0002234488,0.00004806207,0.00010494558,0.00021882038,0.00032903688,0.0003311814,0.00017065954,0.000029972347],"study_design_candidate":"theoretical_or_conceptual","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":[0.000007720851,0.0000075327443,0.00009886944,0.000041010837,0.000025964639,0.000014975191,0.0000725726,0.0000011180613,0.00026433513,0.9893452,0.00130118,0.008819519],"study_design_scores_gemma":[0.000221593,0.0002790815,0.0005062521,0.00025679052,0.000016124148,0.00007534889,0.000016388554,0.000024961388,0.0016628396,0.0646217,0.93202055,0.00029840073],"about_ca_topic_score_codex":0.000114486305,"about_ca_topic_score_gemma":0.0004919569,"teacher_disagreement_score":0.9307193,"about_ca_system_score_codex":0.00007539434,"about_ca_system_score_gemma":0.000087712346,"threshold_uncertainty_score":0.9111978},"labels":[],"label_agreement":null},{"id":"W2482166241","doi":"10.1007/978-3-319-19626-8","title":"Argument Evaluation and Evidence","year":2015,"lang":"en","type":"book","venue":"Law, governance and technology series","topic":"Multi-Agent Systems and Negotiation","field":"Computer Science","cited_by":61,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Argument (complex analysis); Epistemology; Computer science; Philosophy; Medicine","score_opus":0.029916388049958838,"score_gpt":0.265542081914011,"score_spread":0.2356256938640522,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2482166241","genre_codex":"review","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01787464,0.61439645,0.019239789,0.050683387,0.0065696966,0.0072802785,0.00012795061,0.0030295672,0.28079823],"genre_scores_gemma":[0.32565942,0.028090553,0.011100296,0.00082055444,0.0005489595,0.000520294,0.000037187245,0.00008608662,0.63313663],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985412,0.00003241513,0.00024768416,0.00054621877,0.00044690855,0.00018561579],"domain_scores_gemma":[0.9987547,0.00003451819,0.00039790108,0.00054507,0.00022067208,0.000047184465],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044491168,0.00022303345,0.00030099018,0.000060773305,0.00012959765,0.000108644235,0.00037403867,0.00041159446,0.000006535622],"category_scores_gemma":[0.000095302035,0.0002062923,0.00002095062,0.000112035144,0.00026840938,0.0008481009,0.00035607323,0.00019319472,0.000018498207],"study_design_candidate":"theoretical_or_conceptual","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":[0.000005301989,0.000008009008,0.00019659907,0.00010896948,0.000026916714,0.000008592597,0.0001853212,8.211487e-7,0.000077615296,0.95773774,0.010414417,0.031229664],"study_design_scores_gemma":[0.000605331,0.000367418,0.00094833423,0.0015035715,0.000074421725,0.00015570942,0.000038551425,0.0015876696,0.00086744817,0.250058,0.74318606,0.0006075214],"about_ca_topic_score_codex":0.00005378876,"about_ca_topic_score_gemma":0.0003079517,"teacher_disagreement_score":0.73277164,"about_ca_system_score_codex":0.00016502329,"about_ca_system_score_gemma":0.00022759156,"threshold_uncertainty_score":0.8412356},"labels":[],"label_agreement":null},{"id":"W4404644065","doi":"10.1007/978-3-031-75813-3_5","title":"Content Regulations by Platforms: Enduring Challenges","year":2024,"lang":"en","type":"book-chapter","venue":"Law, governance and technology series","topic":"Copyright and Intellectual Property","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Business; Computer science","score_opus":0.03125229624885344,"score_gpt":0.18811422990610432,"score_spread":0.15686193365725087,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404644065","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00064971903,0.049116354,0.0000032864311,0.008669525,0.00041929501,0.0002166432,0.00003470258,0.00058181776,0.94030863],"genre_scores_gemma":[0.16412432,0.016430736,0.000022092005,0.0004831448,0.00055654545,0.000037340447,0.000044237182,0.000089811205,0.8182118],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99881464,3.6050895e-7,0.00027740485,0.0004866131,0.00016514986,0.00025582197],"domain_scores_gemma":[0.9993427,0.000014262663,0.00020959089,0.0003203857,0.000103914215,0.000009159826],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000052280186,0.00036217234,0.0003779235,0.00012518177,0.00023137906,0.00017446441,0.00024419933,0.0004996206,0.00075248245],"category_scores_gemma":[0.000026578924,0.0002845489,0.000073596355,0.00006924905,0.000558714,0.0009331651,0.0003994177,0.00042433126,0.0003851732],"study_design_candidate":"theoretical_or_conceptual","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":[0.000018877383,0.000006845447,0.0000054190587,0.00023324878,0.000084707404,0.000016467218,0.000021833255,2.436563e-8,0.00009687884,0.9569314,0.03344998,0.009134317],"study_design_scores_gemma":[0.00008423053,0.000021380101,0.0000072333905,0.00031963945,0.000052087846,0.000011100797,0.00006789918,0.000026559252,0.00022736033,0.3340519,0.6648749,0.00025566353],"about_ca_topic_score_codex":0.00011201856,"about_ca_topic_score_gemma":0.00096643704,"teacher_disagreement_score":0.63142496,"about_ca_system_score_codex":0.00003780878,"about_ca_system_score_gemma":0.000011002668,"threshold_uncertainty_score":0.99996066},"labels":[],"label_agreement":null},{"id":"W4404644072","doi":"10.1007/978-3-031-75813-3_8","title":"Unveiling NetzDG: The Digital Berlin Wall","year":2024,"lang":"en","type":"book-chapter","venue":"Law, governance and technology series","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Berlin wall; Art; Political science; Law; Fall of man","score_opus":0.01157605111572581,"score_gpt":0.2367343063763684,"score_spread":0.22515825526064256,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404644072","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00031814206,0.036480296,9.052092e-7,0.070371374,0.00030404964,0.00017001486,0.00003344275,0.00021438248,0.89210737],"genre_scores_gemma":[0.13098146,0.06638177,0.00003189209,0.00031570502,0.00021847943,0.000033120603,0.000009544947,0.00002643996,0.8020016],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991854,0.000005812471,0.0001694185,0.0002393629,0.00019088718,0.00020915974],"domain_scores_gemma":[0.99931425,0.00007835105,0.00014353561,0.00039020533,0.000049052916,0.000024634312],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010832466,0.00016926172,0.0002156888,0.000019371897,0.000682536,0.00013243184,0.00045613674,0.00039717293,0.00005727215],"category_scores_gemma":[0.000048269718,0.00012608893,0.000051979547,0.000071131384,0.002337661,0.00014228091,0.00034652674,0.0004555554,0.00009368346],"study_design_candidate":"theoretical_or_conceptual","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":[0.0000031167842,0.0000022926395,0.000028394996,0.000012334986,0.000045969704,0.000006125709,0.00081017264,3.5166874e-8,8.028022e-7,0.9766872,0.001860075,0.020543477],"study_design_scores_gemma":[0.000023725594,0.000022053515,0.0000066619386,0.000083179606,0.000020944832,0.000002851405,0.00085803785,7.401227e-7,0.0000049363975,0.31535706,0.68352026,0.00009954638],"about_ca_topic_score_codex":0.00031119253,"about_ca_topic_score_gemma":0.011723502,"teacher_disagreement_score":0.6816602,"about_ca_system_score_codex":0.000048066388,"about_ca_system_score_gemma":0.000055941982,"threshold_uncertainty_score":0.86132103},"labels":[],"label_agreement":null},{"id":"W4404644081","doi":"10.1007/978-3-031-75813-3_4","title":"Regulating Social Media Platforms","year":2024,"lang":"en","type":"book-chapter","venue":"Law, governance and technology series","topic":"Privacy, Security, and Data Protection","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Social media; Sociology; Political science; Computer science; World Wide Web","score_opus":0.017250819267511035,"score_gpt":0.24910432185133063,"score_spread":0.2318535025838196,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404644081","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018520248,0.009200061,0.0000101960795,0.014662596,0.0014484663,0.000343157,0.0003706814,0.0010899769,0.97102284],"genre_scores_gemma":[0.29351646,0.023514265,0.0006906064,0.00036777492,0.0041751685,0.000100256766,0.00014796924,0.00016855758,0.67731893],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.998666,0.0000045782876,0.00023959496,0.00043952052,0.00032413274,0.00032620342],"domain_scores_gemma":[0.9993373,0.000043965305,0.00023721937,0.00027492674,0.00006300847,0.000043549568],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019599237,0.00024945202,0.00034053263,0.000075165124,0.00090637413,0.00011629291,0.000429717,0.0012034441,0.000101724174],"category_scores_gemma":[0.00019872555,0.00024542707,0.00006545803,0.000113268325,0.0022305804,0.00049790984,0.0005215297,0.0006462925,0.000070752554],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012141798,0.0000030341457,0.000010474518,0.00004807087,0.000034267003,0.000019852105,0.0016642018,5.501923e-9,0.000011682941,0.98062867,0.002469181,0.015098416],"study_design_scores_gemma":[0.000050730447,0.000016575466,0.000010055183,0.00008294999,0.000021467633,0.0000069323237,0.00046905753,2.9354274e-7,0.0000764861,0.522965,0.47614488,0.00015553976],"about_ca_topic_score_codex":0.0003677551,"about_ca_topic_score_gemma":0.021462465,"teacher_disagreement_score":0.4736757,"about_ca_system_score_codex":0.00011393478,"about_ca_system_score_gemma":0.00009470407,"threshold_uncertainty_score":0.9999998},"labels":[],"label_agreement":null},{"id":"W4404644085","doi":"10.1007/978-3-031-75813-3_10","title":"Continuing Repression: The Online Safety Act of Sri Lanka","year":2024,"lang":"en","type":"book-chapter","venue":"Law, governance and technology series","topic":"Political Philosophy and Ethics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Sri lanka; Psychological repression; Business; Computer security; Geography; Computer science; Environmental planning; Biology; Biochemistry","score_opus":0.01944505034315158,"score_gpt":0.2840106270055078,"score_spread":0.2645655766623562,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404644085","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0005927071,0.00852661,7.163879e-7,0.056200694,0.00032583432,0.0001363019,0.0003196862,0.00016664689,0.9337308],"genre_scores_gemma":[0.5342426,0.026016686,0.00011267169,0.0007610659,0.0007393705,0.00000854295,0.000015336156,0.00003232822,0.43807143],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989625,0.000015659247,0.0002582279,0.00027709725,0.00024949847,0.00023697631],"domain_scores_gemma":[0.99916774,0.00017421068,0.00020258088,0.0003390236,0.00007856839,0.00003789157],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00022264726,0.00017167043,0.00033791005,0.00002424414,0.00028553972,0.000026078726,0.00035125617,0.0008533045,0.00007561675],"category_scores_gemma":[0.00019055071,0.00012246781,0.00007473363,0.00006756661,0.0047252914,0.00011451426,0.00023332919,0.00082961237,0.000013041789],"study_design_candidate":"theoretical_or_conceptual","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":[0.000017787883,0.000005301625,0.00001305959,0.000048112448,0.000039697763,0.00001986442,0.0016322933,6.7589816e-8,0.000008260927,0.9950476,0.0001640047,0.003003894],"study_design_scores_gemma":[0.000031415144,0.000023305232,0.000008386439,0.00033830316,0.000028506802,0.000003883257,0.00041621868,1.9520067e-7,0.000046715468,0.49278077,0.50624627,0.000076008364],"about_ca_topic_score_codex":0.00032558295,"about_ca_topic_score_gemma":0.0031745099,"teacher_disagreement_score":0.53364986,"about_ca_system_score_codex":0.00003017667,"about_ca_system_score_gemma":0.00007117533,"threshold_uncertainty_score":0.9979833},"labels":[],"label_agreement":null},{"id":"W4404644124","doi":"10.1007/978-3-031-75813-3_1","title":"Introduction","year":2024,"lang":"en","type":"book-chapter","venue":"Law, governance and technology series","topic":"Social Media and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Environmental science","score_opus":0.007969264573508385,"score_gpt":0.24248989635634993,"score_spread":0.23452063178284155,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404644124","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00050693523,0.007987997,6.6477037e-7,0.07535443,0.0026113596,0.00013609232,0.000056939283,0.00043384967,0.9129117],"genre_scores_gemma":[0.0140632,0.015018949,0.000056581594,0.0001985182,0.003612378,0.000014946594,0.000007087426,0.000030559087,0.9669978],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99917626,0.0000052368314,0.0001321532,0.00027350706,0.00017874263,0.00023412456],"domain_scores_gemma":[0.99960434,0.000026059804,0.00009781594,0.0001697353,0.000059411705,0.000042632633],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000050647985,0.00015654242,0.00022718614,0.00004218233,0.00029820707,0.000049752918,0.00014325473,0.0008020774,0.00027231968],"category_scores_gemma":[0.000069446025,0.00016288867,0.000040633717,0.00006815319,0.00246581,0.00012764744,0.000071066264,0.00038929615,0.00019290496],"study_design_candidate":"theoretical_or_conceptual","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":[0.000002713823,0.0000017458207,0.00002636309,0.000024158118,0.000030000363,0.00001695189,0.00079113373,3.9679997e-9,0.0000074528034,0.9815533,0.013065833,0.004480336],"study_design_scores_gemma":[0.000017115332,0.000020784442,0.000001259158,0.000033342312,0.000025921083,0.000004292361,0.0006322056,1.7784172e-8,0.00007885099,0.45250294,0.54659116,0.00009210205],"about_ca_topic_score_codex":0.0004131734,"about_ca_topic_score_gemma":0.004319447,"teacher_disagreement_score":0.53352535,"about_ca_system_score_codex":0.00008320362,"about_ca_system_score_gemma":0.0000928334,"threshold_uncertainty_score":0.9085379},"labels":[],"label_agreement":null},{"id":"W4404644133","doi":"10.1007/978-3-031-75813-3_7","title":"Section 230: Ongoing Debates on the “Safe Harbor” Provision","year":2024,"lang":"en","type":"book-chapter","venue":"Law, governance and technology series","topic":"Regulation and Compliance Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Section (typography); History; Forensic engineering; Engineering; Business; Advertising","score_opus":0.0103913032372941,"score_gpt":0.1887876971795976,"score_spread":0.1783963939423035,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404644133","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0027726057,0.0045442428,0.000010208106,0.037539676,0.0009852834,0.0003946694,0.000011555435,0.00062062795,0.9531211],"genre_scores_gemma":[0.39817697,0.0025254644,0.000030153617,0.0024081361,0.0015273341,0.00009164611,0.000014172521,0.00009699569,0.59512913],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99900246,0.0000012729588,0.0002083878,0.00040617326,0.00019079693,0.00019092232],"domain_scores_gemma":[0.99931026,0.000024180436,0.0002650129,0.00030420074,0.00009207257,0.000004288681],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007125142,0.00030701343,0.0002695437,0.00009858508,0.00047561523,0.00024841982,0.00019379058,0.00028383746,0.00011046155],"category_scores_gemma":[0.000027291291,0.0002136694,0.00006420388,0.00012834558,0.0005037783,0.000402989,0.00029069252,0.00037708532,0.0002927707],"study_design_candidate":"theoretical_or_conceptual","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":[0.000021124519,0.00000474209,0.00008666716,0.0001241709,0.000056108667,0.000010265954,0.00000988493,0.0000012900763,0.00003421057,0.98752356,0.0075403946,0.0045876116],"study_design_scores_gemma":[0.000061607396,0.000022587816,0.0002624304,0.00044009794,0.000037784936,0.000003862772,0.000049585702,0.000032912074,0.00007782254,0.2914031,0.7074234,0.00018481776],"about_ca_topic_score_codex":0.000056042853,"about_ca_topic_score_gemma":0.0005736266,"teacher_disagreement_score":0.699883,"about_ca_system_score_codex":0.00003138476,"about_ca_system_score_gemma":0.00000966634,"threshold_uncertainty_score":0.8713185},"labels":[],"label_agreement":null},{"id":"W4404644140","doi":"10.1007/978-3-031-75813-3_6","title":"Digital Authoritarianism: The Chinese Model and Beyond","year":2024,"lang":"en","type":"book-chapter","venue":"Law, governance and technology series","topic":"China's Socioeconomic Reforms and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Authoritarianism; Political science; Psychology; Law; Politics; Democracy","score_opus":0.0050703072995699015,"score_gpt":0.22189260883805212,"score_spread":0.21682230153848223,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404644140","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005651935,0.014917313,0.000005497298,0.03190598,0.00040165667,0.00025319774,0.0004474261,0.00021196587,0.946205],"genre_scores_gemma":[0.16706726,0.017388374,0.00007145377,0.00029029732,0.00025199153,0.000019669453,0.000006785963,0.00004393836,0.8148602],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9987651,0.0000031200775,0.00024353203,0.00048466824,0.00019872186,0.00030483754],"domain_scores_gemma":[0.9993017,0.00004086537,0.00023164431,0.00032836184,0.000037998598,0.000059442864],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00013268564,0.00032885247,0.00039314205,0.000027053993,0.00072264555,0.0003169614,0.00035683878,0.00070308044,0.000033869375],"category_scores_gemma":[0.00003805,0.00022392935,0.00008212659,0.000060068774,0.0033160043,0.0006202827,0.00034658946,0.0005965911,0.000035716086],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000075294824,0.0000034939233,0.0001058131,0.000023728457,0.000056459918,0.000017323513,0.0013475284,5.9285253e-7,0.000001414576,0.98682576,0.0012426183,0.0103677325],"study_design_scores_gemma":[0.00005489944,0.000023413344,0.00004139144,0.000036649453,0.000018675963,0.000014191777,0.00026424875,0.000014079994,9.789837e-7,0.5467521,0.45261148,0.00016789614],"about_ca_topic_score_codex":0.0003371732,"about_ca_topic_score_gemma":0.009488393,"teacher_disagreement_score":0.45136887,"about_ca_system_score_codex":0.00010724035,"about_ca_system_score_gemma":0.00012639117,"threshold_uncertainty_score":0.9993964},"labels":[],"label_agreement":null},{"id":"W4404644149","doi":"10.1007/978-3-031-75813-3_11","title":"Conclusion and a Way Forward","year":2024,"lang":"en","type":"book-chapter","venue":"Law, governance and technology series","topic":"Hate Speech and Cyberbullying Detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Computer science","score_opus":0.004052232342682685,"score_gpt":0.18513676617672228,"score_spread":0.1810845338340396,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404644149","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0025738368,0.04863619,0.0022624265,0.022251379,0.0017927834,0.00058427843,0.000087734246,0.0025928486,0.91921854],"genre_scores_gemma":[0.06615163,0.01963906,0.003936144,0.00049302366,0.00016268206,0.00003519339,0.000006198195,0.00006541638,0.9095107],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988765,0.0000027542458,0.00017562207,0.0005734207,0.00015475402,0.00021694014],"domain_scores_gemma":[0.99935347,0.0000148110685,0.0001244407,0.00041749206,0.00004350745,0.000046290974],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006022982,0.0002657917,0.0002960217,0.00008014444,0.00020094136,0.00013354373,0.00030747024,0.00057106756,0.000012757194],"category_scores_gemma":[0.000008904809,0.00024066378,0.000040612216,0.00008223668,0.00052192097,0.00031520895,0.00077026366,0.00040663293,0.000059563048],"study_design_candidate":"theoretical_or_conceptual","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":[0.000005222071,0.0000018251693,0.0000038446365,0.000051093786,0.000029722902,0.000107023305,0.00004486846,3.6641143e-8,0.00016926217,0.95000196,0.00053706445,0.04904809],"study_design_scores_gemma":[0.000079105805,0.00015482165,0.0000048227394,0.00017416441,0.000015905658,0.00028062533,0.000006693755,0.000035173955,0.0018570286,0.38988408,0.60731703,0.00019054451],"about_ca_topic_score_codex":0.000027830949,"about_ca_topic_score_gemma":0.00024631302,"teacher_disagreement_score":0.60677993,"about_ca_system_score_codex":0.000031295447,"about_ca_system_score_gemma":0.00002556705,"threshold_uncertainty_score":0.9813984},"labels":[],"label_agreement":null},{"id":"W4404644151","doi":"10.1007/978-3-031-75813-3","title":"Free Speech in the Puzzle of Content Regulation","year":2024,"lang":"en","type":"book","venue":"Law, governance and technology series","topic":"Hate Speech and Cyberbullying Detection","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Content (measure theory); Speech recognition; Free speech; Linguistics; Computer science; Psychology; Political science; Mathematics; Philosophy; Law","score_opus":0.010255190977480047,"score_gpt":0.19608571315555678,"score_spread":0.18583052217807675,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404644151","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.024890501,0.042487007,0.0027196566,0.06758283,0.003405836,0.0022255536,0.00029982676,0.0017222567,0.85466653],"genre_scores_gemma":[0.20348565,0.004930561,0.0056955,0.0005445098,0.00025824635,0.00013724386,0.00002412525,0.00006286882,0.78486127],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9989835,0.000016694628,0.00024964887,0.0003492251,0.00022791923,0.00017300285],"domain_scores_gemma":[0.9989305,0.000030119423,0.00019632689,0.0007774113,0.000053895918,0.0000117093505],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016982372,0.0001713019,0.00025527732,0.00009292921,0.00007152035,0.0000645898,0.0008402631,0.00039627354,0.0000044628778],"category_scores_gemma":[0.000036125984,0.00012979061,0.0000438511,0.00031357483,0.000388284,0.000256591,0.00030794129,0.00038921126,0.000010811709],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005751951,0.0000088261495,0.000022642653,0.00006500737,0.000015601834,0.00004923237,0.000112264264,3.762112e-7,0.0002795619,0.9779118,0.0053588348,0.016170105],"study_design_scores_gemma":[0.00016090856,0.00017007544,0.0002677428,0.0003072489,0.0000149507805,0.00017662512,0.000053235904,0.00003660414,0.0097246785,0.5277515,0.46116924,0.00016715785],"about_ca_topic_score_codex":0.000105457475,"about_ca_topic_score_gemma":0.0019082816,"teacher_disagreement_score":0.4558104,"about_ca_system_score_codex":0.00005029038,"about_ca_system_score_gemma":0.00006482715,"threshold_uncertainty_score":0.5292707},"labels":[],"label_agreement":null},{"id":"W4404644170","doi":"10.1007/978-3-031-75813-3_3","title":"International Standards on Free Speech and Intermediaries","year":2024,"lang":"en","type":"book-chapter","venue":"Law, governance and technology series","topic":"Freedom of Expression and Defamation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Intermediary; Business; Computer science; Finance","score_opus":0.007857792482174235,"score_gpt":0.2597473727467241,"score_spread":0.2518895802645499,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404644170","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00025796733,0.0028411618,0.000007182153,0.02729216,0.0012671358,0.00013365637,0.0004366917,0.000260446,0.9675036],"genre_scores_gemma":[0.04334635,0.028560113,0.00046102732,0.00052970485,0.00061156554,0.000022847305,0.000022057959,0.00004556557,0.9264008],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988303,0.0000061908245,0.00018073976,0.00034419642,0.00047674216,0.00016183047],"domain_scores_gemma":[0.9994077,0.00004865778,0.0001455105,0.00023650653,0.000114807044,0.00004681327],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00016088785,0.00019536704,0.00023660866,0.00009663195,0.00024629527,0.00017122032,0.0003098919,0.00057596876,0.000355219],"category_scores_gemma":[0.0001769851,0.00017724714,0.000035317964,0.000040892926,0.0034573865,0.0002575399,0.00029833885,0.00037907917,0.000026535781],"study_design_candidate":"theoretical_or_conceptual","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":[0.00003394067,0.0000038041849,0.000017853454,0.00002086873,0.00003552943,0.00003966023,0.00039455303,1.6182426e-8,0.000012114561,0.95344216,0.025590515,0.02040898],"study_design_scores_gemma":[0.00009106938,0.000052591186,0.000004407038,0.00026331752,0.000010123027,0.00000747603,0.00023766872,5.6140686e-7,0.000102783386,0.42144838,0.57767457,0.00010706671],"about_ca_topic_score_codex":0.00012197304,"about_ca_topic_score_gemma":0.0041307346,"teacher_disagreement_score":0.552084,"about_ca_system_score_codex":0.0000983149,"about_ca_system_score_gemma":0.00007812884,"threshold_uncertainty_score":0.99925464},"labels":[],"label_agreement":null},{"id":"W4404644180","doi":"10.1007/978-3-031-75813-3_2","title":"The Evolution of Free Speech in the Era of Social Media","year":2024,"lang":"en","type":"book-chapter","venue":"Law, governance and technology series","topic":"Hate Speech and Cyberbullying Detection","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Social media; Free speech; History; Sociology; Political science; Computer science; World Wide Web; Law","score_opus":0.004923495314971253,"score_gpt":0.18833266987234168,"score_spread":0.18340917455737044,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404644180","genre_codex":"other","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":[0.02836264,0.067890845,0.001026325,0.07434817,0.003945614,0.0013175048,0.00035914552,0.000824804,0.821925],"genre_scores_gemma":[0.9378004,0.0070620812,0.0014478569,0.00009783351,0.00027984855,0.000047792935,0.0000046451514,0.000043818687,0.05321573],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99907774,0.000010628113,0.00025921903,0.00024109513,0.00025550864,0.0001557882],"domain_scores_gemma":[0.9990804,0.00008207963,0.00025305018,0.0005151984,0.000061600076,0.000007680637],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020419985,0.00014939548,0.00023018921,0.00004922313,0.00013140708,0.00003516252,0.00094388955,0.00037121,0.000003256165],"category_scores_gemma":[0.00004678904,0.00009711701,0.000055796027,0.0001933408,0.000927544,0.0001385271,0.00031214827,0.0005355044,0.000005268533],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008272899,0.0000041463663,0.0000073241577,0.000027144939,0.000018827619,0.000014576658,0.00031376316,8.7172424e-8,0.000117644326,0.9742496,0.00041103028,0.024827585],"study_design_scores_gemma":[0.00010096212,0.00008944592,0.00017947,0.00012467589,0.00001529999,0.000052750056,0.00019080004,0.000011919577,0.0022670033,0.85105073,0.14581154,0.00010542353],"about_ca_topic_score_codex":0.00011655252,"about_ca_topic_score_gemma":0.0046145516,"teacher_disagreement_score":0.9094378,"about_ca_system_score_codex":0.000046296722,"about_ca_system_score_gemma":0.00006158979,"threshold_uncertainty_score":0.39603165},"labels":[],"label_agreement":null},{"id":"W4404644181","doi":"10.1007/978-3-031-75813-3_9","title":"Regulation from the South: IT Rules of India","year":2024,"lang":"en","type":"book-chapter","venue":"Law, governance and technology series","topic":"ICT Impact and Policies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Political science; Geography; History","score_opus":0.005772303329766466,"score_gpt":0.18326016262281455,"score_spread":0.17748785929304808,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404644181","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09203647,0.04701447,0.000012455421,0.0052777077,0.000984686,0.00028862854,0.0029327455,0.0009767163,0.85047615],"genre_scores_gemma":[0.782074,0.00632625,0.00007183858,0.00012573136,0.00026268614,0.000011313903,0.000064683576,0.00008771988,0.21097581],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995301,0.0000012883527,0.00017232433,0.00008025198,0.00008851258,0.00012757198],"domain_scores_gemma":[0.9995782,0.000032322256,0.00008422675,0.0002756104,0.00001782039,0.000011825903],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000021427933,0.00019893644,0.0002476283,0.000035253714,0.000046651465,0.000022987355,0.00015691726,0.0004669424,0.0000697373],"category_scores_gemma":[0.0000072804896,0.00015210635,0.000042660715,0.00003253756,0.0004889239,0.00008165171,0.000072391,0.00027695647,0.0000465118],"study_design_candidate":"theoretical_or_conceptual","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":[0.0000042058546,6.2424135e-7,0.00006329218,0.00005415344,0.00010493141,0.0000020208581,0.0010528935,0.0000032594653,0.00024044099,0.993783,0.0032964624,0.0013947422],"study_design_scores_gemma":[0.00005155401,0.00002574368,0.0010623034,0.00031796494,0.000063282765,0.000008046685,0.00016673454,0.0000044377543,0.0022604626,0.3483229,0.6475494,0.00016716761],"about_ca_topic_score_codex":0.000067569265,"about_ca_topic_score_gemma":0.0003422409,"teacher_disagreement_score":0.6900375,"about_ca_system_score_codex":0.000017461005,"about_ca_system_score_gemma":0.000010150078,"threshold_uncertainty_score":0.6202717},"labels":[],"label_agreement":null},{"id":"W4405652488","doi":"10.1007/978-3-031-75813-3_12","title":"Correction to: Free Speech in the Puzzle of Content Regulation: Insights from the West and the Global South","year":2024,"lang":"en","type":"book-chapter","venue":"Law, governance and technology series","topic":"Hate Speech and Cyberbullying Detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Content (measure theory); Computer science; Linguistics; Philosophy; Mathematics","score_opus":0.008511927878754584,"score_gpt":0.18538795244274733,"score_spread":0.17687602456399276,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405652488","genre_codex":"other","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":[0.1207125,0.06654031,0.0041712653,0.22192268,0.012916872,0.0045551527,0.0006073966,0.0012305418,0.5673433],"genre_scores_gemma":[0.9633425,0.0012419436,0.0004486727,0.00070606556,0.00017820882,0.000050022572,0.0000051223733,0.00001636521,0.0340111],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9990384,0.000022599052,0.00023070829,0.00035974893,0.00022384345,0.0001246826],"domain_scores_gemma":[0.9989006,0.000104607985,0.00018867815,0.00073487,0.00005614973,0.000015084897],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001316447,0.00018813457,0.00024280613,0.000027637105,0.00019932934,0.0001303284,0.00072286394,0.00023208292,0.0000042648453],"category_scores_gemma":[0.000057847938,0.00009805175,0.00004378938,0.00020665635,0.00078437955,0.00015527992,0.0004101863,0.0003610535,0.000010569851],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036401423,0.0000032089079,0.0001043001,0.0000061562764,0.000027597747,0.000012445295,0.0005953639,0.0000010804131,0.00001894287,0.9902416,0.0006323495,0.008320573],"study_design_scores_gemma":[0.0004552405,0.00015399022,0.0033809347,0.00034842014,0.000043744014,0.00015108706,0.0004794967,0.00011591042,0.00089573185,0.80071414,0.1930699,0.00019137321],"about_ca_topic_score_codex":0.0010019173,"about_ca_topic_score_gemma":0.018908035,"teacher_disagreement_score":0.84263,"about_ca_system_score_codex":0.00003606103,"about_ca_system_score_gemma":0.000025212352,"threshold_uncertainty_score":0.99899435},"labels":[],"label_agreement":null}]}