{"meta":{"query_hash":"6804bce34df5","filters":{"venue":"Southern African Public Law"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"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/6804bce34df5","api":"https://metacan.xera.ac/api/v1/cohort?venue=Southern+African+Public+Law"},"results":[{"id":"W2255401858","doi":"","title":"Banning hate speech from public discourse in Canada and South Africa : a legal analysis of the roles of both countries' constitutional courts and human rights institutions","year":2012,"lang":"en","type":"article","venue":"Southern African Public Law","topic":"Hate Speech and Cyberbullying Detection","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Freedom of expression; Human rights; Democracy; Expression (computer science); Realm; Law; Thriving; Political science; Constitutional right; Freedom of the press; Fundamental rights; Constitutional court; Sociology; Politics; Social science; Supreme court","score_opus":0.01587222023007086,"score_gpt":0.22014443400692996,"score_spread":0.20427221377685909,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2255401858","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":[0.79418343,0.005570623,0.0013120425,0.02445739,0.00008139803,0.00031232857,0.00029440605,0.000023951163,0.17376432],"genre_scores_gemma":[0.9877017,0.0025762776,0.00064607203,0.0010606312,0.000010677394,0.000054986296,0.000059230533,0.000009731841,0.007880627],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99556017,0.0005857551,0.00012372939,0.00019695495,0.0012224438,0.002310938],"domain_scores_gemma":[0.9898812,0.00440947,0.00089943234,0.00023648156,0.0033261343,0.0012471839],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029132613,0.00043601613,0.00044658943,0.0050869705,0.020327765,0.009755888,0.0015164245,0.0021666794,0.0041134437],"category_scores_gemma":[0.014797748,0.00041336418,0.0004209472,0.006341448,0.0116828475,0.0029038233,0.0033138522,0.0034768193,0.00018760502],"study_design_candidate":"not_applicable","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":[0.00019293207,0.00016358627,0.07622695,0.0006423147,0.00006953968,0.0034481846,0.27890924,0.0013097153,0.0018595603,0.56389236,0.0126297325,0.060655855],"study_design_scores_gemma":[0.000087569795,0.00006031092,0.17855912,0.0017216722,0.000330211,0.0007451159,0.6214416,0.0036788005,0.002963814,0.02630494,0.16390473,0.00020208344],"about_ca_topic_score_codex":0.9922069,"about_ca_topic_score_gemma":0.9964893,"teacher_disagreement_score":0.12813424,"about_ca_system_score_codex":0.12813424,"about_ca_system_score_gemma":0.21097493,"threshold_uncertainty_score":0.9296833},"labels":[],"label_agreement":null},{"id":"W2389641338","doi":"","title":"The application of the doctrine of proportionality in South African courts","year":2013,"lang":"en","type":"article","venue":"Southern African Public Law","topic":"Legal Issues in South Africa","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Proportionality (law); Doctrine; Jurisdiction; Law; Political science; Statutory law; Constitutionality; Constitutional court; Constitutional law; Democracy; Politics; Supreme court; Constitution","score_opus":0.016155151990462698,"score_gpt":0.26983433229337395,"score_spread":0.25367918030291126,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2389641338","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13615146,0.010888121,0.037153207,0.06887793,0.00060462975,0.00015943116,0.000064636006,0.00004438239,0.74605626],"genre_scores_gemma":[0.9694249,0.0026549208,0.0046766973,0.004045538,0.00016050595,0.00008986754,0.000007458737,0.000011346651,0.018928727],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99351585,0.0032477512,0.00032492538,0.00056931085,0.0012592766,0.00108291],"domain_scores_gemma":[0.9966059,0.002290374,0.00032977355,0.00026486276,0.00036701854,0.00014211154],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006741569,0.00025153335,0.0003653658,0.001427627,0.007734561,0.008975278,0.001129061,0.004244766,0.0027048357],"category_scores_gemma":[0.013844691,0.00051583693,0.00049004273,0.0016122068,0.022352759,0.007890245,0.006076477,0.006760821,0.00022176818],"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":[0.0000016294424,9.605765e-7,0.00005216646,0.0000057797406,0.000001061878,0.000050005154,0.001316408,0.00006945415,0.000040339994,0.99733883,0.00020147544,0.00092173804],"study_design_scores_gemma":[0.000024630139,0.000024161907,0.000821732,0.00031206384,0.000017547794,0.00021203642,0.0036380633,0.001248696,0.0007974023,0.90371275,0.0891572,0.000033791726],"about_ca_topic_score_codex":0.021553744,"about_ca_topic_score_gemma":0.020907879,"teacher_disagreement_score":0.021553744,"about_ca_system_score_codex":0.009479895,"about_ca_system_score_gemma":0.008342896,"threshold_uncertainty_score":0.06878179},"labels":[],"label_agreement":null},{"id":"W3167603032","doi":"10.25159/2522-6800/7124","title":"Prosecutorial Discretion and Judicial Review: An Analysis of Recent Canadian and South African Decisions","year":2021,"lang":"en","type":"article","venue":"Southern African Public Law","topic":"Legal Issues in South Africa","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Law; Judicial review; Appeal; Political science; Scrutiny; Judicial discretion; Principle of legality; Supreme court; Economic Justice; Discretion; Judicial activism","score_opus":0.035878895317085775,"score_gpt":0.3093612923735879,"score_spread":0.2734823970565021,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3167603032","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":[0.7336101,0.041960467,0.00057983975,0.054035857,0.0002660475,0.0003522903,0.0015718981,0.000032538253,0.16759104],"genre_scores_gemma":[0.95469695,0.020116063,0.00073195127,0.0059155924,0.00014213278,0.00007548903,0.00032981925,0.000033387765,0.017958716],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9854047,0.0014007032,0.0005587634,0.001035293,0.0069857454,0.0046147383],"domain_scores_gemma":[0.94262147,0.021581575,0.0068780854,0.0009246693,0.023179485,0.004814627],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009144646,0.00034629917,0.0005150889,0.012432284,0.021593148,0.008364495,0.0029039462,0.0037435158,0.005021419],"category_scores_gemma":[0.048935257,0.0006454819,0.0006892584,0.023818053,0.006269383,0.0019352278,0.002152704,0.004180552,0.0002581624],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00069054146,0.00033030935,0.1577077,0.002062092,0.00027138423,0.005670278,0.23309596,0.0028090167,0.0017212261,0.38200775,0.07194551,0.14168826],"study_design_scores_gemma":[0.00013567154,0.000106388914,0.5234637,0.0017705802,0.00028762344,0.0013777245,0.07554204,0.0017310771,0.00096493826,0.006936718,0.38718146,0.0005020949],"about_ca_topic_score_codex":0.9902623,"about_ca_topic_score_gemma":0.995784,"teacher_disagreement_score":0.18962428,"about_ca_system_score_codex":0.18962428,"about_ca_system_score_gemma":0.17789686,"threshold_uncertainty_score":0.93992096},"labels":[],"label_agreement":null},{"id":"W4296721730","doi":"10.25159/2522-6800/10290","title":"Multilateralism and Management of Public Health Emergencies: A Case Study of the Africa Joint Continental Strategy for COVID-19 Outbreak","year":2022,"lang":"en","type":"article","venue":"Southern African Public Law","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"Centers for Disease Control and Prevention; African Union","keywords":"Multilateralism; Political science; Pandemic; Agency (philosophy); Outbreak; Nationalism; Articulation (sociology); Development economics; Economic growth; Coronavirus disease 2019 (COVID-19); Political economy; Sociology; Politics; Economics; Law; Medicine; Virology; Social science","score_opus":0.18539320579764368,"score_gpt":0.36677021139838767,"score_spread":0.181377005600744,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4296721730","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":[0.66842407,0.0070684664,0.0060810163,0.14142573,0.00042172434,0.00067260343,0.000108977074,0.000039802195,0.17575757],"genre_scores_gemma":[0.9859147,0.003029937,0.0016490535,0.004350455,0.000113138434,0.0001261639,0.000024583844,0.0000142513145,0.004777676],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.98304546,0.012667424,0.00028979845,0.0002535383,0.000841747,0.0029020489],"domain_scores_gemma":[0.9868657,0.0094794575,0.0009977116,0.00026876232,0.0006591931,0.0017291666],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.017681448,0.0004362899,0.00030081504,0.0015270755,0.015446669,0.009111419,0.0014937866,0.006111932,0.0032443346],"category_scores_gemma":[0.017391449,0.00029935737,0.0005671378,0.0020866473,0.010110573,0.0049299155,0.008087049,0.0059237443,0.00024234696],"study_design_candidate":"qualitative","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":[0.0002133211,0.0013531734,0.023843573,0.000900169,0.0000785117,0.046564188,0.37384185,0.0056805206,0.0015037504,0.45836467,0.03019968,0.05745657],"study_design_scores_gemma":[0.00009238915,0.00050789426,0.013724861,0.0010958298,0.00003788744,0.0046843835,0.8047406,0.002940118,0.0005277579,0.026908062,0.14467986,0.000060418915],"about_ca_topic_score_codex":0.029700402,"about_ca_topic_score_gemma":0.061306883,"teacher_disagreement_score":0.029700402,"about_ca_system_score_codex":0.012241327,"about_ca_system_score_gemma":0.017617613,"threshold_uncertainty_score":0.093509555},"labels":[],"label_agreement":null},{"id":"W4384825543","doi":"10.25159/2522-6800/12459","title":"A Comparative Study on Human Trafficking as a Crime in South Africa","year":2023,"lang":"en","type":"article","venue":"Southern African Public Law","topic":"Sex work and related issues","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Human trafficking; Legislation; Government (linguistics); Enforcement; Political science; Language change; Criminology; Law enforcement; Economic growth; Public administration; Law; Sociology; Economics","score_opus":0.10694376180755537,"score_gpt":0.3650507047763689,"score_spread":0.25810694296881354,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4384825543","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":[0.9917075,0.00083759974,0.000055683824,0.00058629346,0.000023570932,0.00008726484,0.000064528795,8.4489756e-7,0.006636664],"genre_scores_gemma":[0.9937016,0.003117364,0.0001396125,0.0003281378,0.000013630304,0.00009057094,0.000059159087,0.000003149026,0.0025469074],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99924916,0.00031594996,0.000046474135,0.0000599221,0.00008458142,0.00024384983],"domain_scores_gemma":[0.9991002,0.00035018387,0.00020103423,0.000033522832,0.00014474857,0.00017039146],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001094727,0.00038171123,0.0004993865,0.002786564,0.006600728,0.0017142874,0.0005187221,0.0008456003,0.008632307],"category_scores_gemma":[0.0030403244,0.00032704163,0.00030277387,0.0029327425,0.0025428026,0.002114566,0.002447373,0.000953489,0.0003650704],"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":[0.000192745,0.0006399267,0.1286062,0.0012911437,0.000060967413,0.010738936,0.81740123,0.00006852227,0.0018256834,0.008034111,0.0024344814,0.028706063],"study_design_scores_gemma":[0.0000048839934,0.00016060914,0.09215742,0.00046261473,0.000022601584,0.0014323511,0.89438254,0.000026002679,0.0001445185,0.0001587669,0.011033742,0.0000139565245],"about_ca_topic_score_codex":0.041484892,"about_ca_topic_score_gemma":0.104271054,"teacher_disagreement_score":0.041484892,"about_ca_system_score_codex":0.0033778946,"about_ca_system_score_gemma":0.004162511,"threshold_uncertainty_score":0.08248687},"labels":[],"label_agreement":null}]}