{"meta":{"query_hash":"e18fba5542b4","filters":{"venue":"Australian Institute of Criminology eBooks"},"cohort_total":12,"direct_labels_cover":0,"predictions_cover":12,"exported":12,"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/e18fba5542b4","api":"https://metacan.xera.ac/api/v1/cohort?venue=Australian+Institute+of+Criminology+eBooks"},"results":[{"id":"W2101317049","doi":"10.52922/ti167904","title":"Adult sex offenders in youth-oriented institutions: Evidence on sexual victimisation experiences of offenders and their offending patterns","year":2015,"lang":"en","type":"book","venue":"Australian Institute of Criminology eBooks","topic":"Criminal Justice and Corrections Analysis","field":"Social Sciences","cited_by":11,"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":"Victimisation; Criminology; Psychology; Human factors and ergonomics; Medical emergency; Poison control; Medicine","score_opus":0.2223532077161212,"score_gpt":0.3543377633508331,"score_spread":0.13198455563471193,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2101317049","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":[0.9977107,0.00036248667,0.000017099706,0.00009313797,0.0000030925478,0.000009670801,0.00011004423,0.000001052335,0.0016926861],"genre_scores_gemma":[0.9978795,0.0011993999,0.00006672569,0.000047099635,0.0000054534466,0.000012941768,0.00014564476,0.0000018359987,0.0006414349],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9988111,0.00024131345,0.00009589307,0.0000742099,0.00038323624,0.00039419835],"domain_scores_gemma":[0.99714404,0.00045347874,0.001310634,0.00009877323,0.00054021494,0.00045279053],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007901619,0.00022840996,0.00035521438,0.0023580538,0.0035276767,0.0023713796,0.0008370158,0.000458442,0.0023942238],"category_scores_gemma":[0.003973989,0.00029051793,0.00021741255,0.0034614706,0.0017425265,0.0010338638,0.0018855474,0.0009232167,0.00019540304],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044487115,0.00006472868,0.89663666,0.00006714216,0.000017246955,0.00059479696,0.09100496,0.000014430516,0.00021096585,0.00016653795,0.0004043663,0.010773771],"study_design_scores_gemma":[6.594627e-7,0.00003119062,0.9070651,0.0000870862,0.000005691615,0.00040183507,0.09144469,0.0000104396095,0.000043571283,0.000025014107,0.00087865075,0.000005930378],"about_ca_topic_score_codex":0.42910117,"about_ca_topic_score_gemma":0.6752302,"teacher_disagreement_score":0.42910117,"about_ca_system_score_codex":0.0025621816,"about_ca_system_score_gemma":0.0034028809,"threshold_uncertainty_score":0.85320705},"labels":[],"label_agreement":null},{"id":"W2508970606","doi":"10.52922/ti154878","title":"Self-inflicted deaths in Australian prisons","year":2016,"lang":"en","type":"book","venue":"Australian Institute of Criminology eBooks","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":8,"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":"Prison; Quarter (Canadian coin); Suicide prevention; Commission; Medicine; Royal Commission; Poison control; Injury prevention; Psychiatry; Medical emergency; Criminology; Psychology; Political science; Law; Geography","score_opus":0.14380873788844187,"score_gpt":0.40395789789056796,"score_spread":0.26014916000212607,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2508970606","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":[0.42925444,0.2232222,0.00081742165,0.02655699,0.004646539,0.00021917092,0.0062995506,0.00025800325,0.3087257],"genre_scores_gemma":[0.65650076,0.13979663,0.0011448357,0.0029782413,0.0013890307,0.00012437631,0.0031318862,0.000060932805,0.19487329],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9995745,0.00011152014,0.000046910038,0.000025027015,0.00019561869,0.000046399837],"domain_scores_gemma":[0.9992945,0.00015190989,0.00013977228,0.000049730043,0.00022827656,0.00013578379],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00068953953,0.000116275376,0.00014160822,0.0029130424,0.000590069,0.0007062508,0.00040855614,0.00033707474,0.005915722],"category_scores_gemma":[0.002687639,0.00013210533,0.0002411553,0.0022068184,0.00039305273,0.00073855807,0.0010630494,0.00039271,0.00082518795],"study_design_candidate":"observational","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":[0.00008975929,0.000098247365,0.066460654,0.0028673287,0.00002991738,0.0009430195,0.026215011,0.0004088297,0.00044987636,0.013048942,0.27015647,0.61923206],"study_design_scores_gemma":[0.000009310124,0.00014783321,0.54519624,0.0027186153,0.000020978108,0.0025350288,0.0066018174,0.00031858045,0.00033735062,0.0023958646,0.43968397,0.000034465127],"about_ca_topic_score_codex":0.05561871,"about_ca_topic_score_gemma":0.14391936,"teacher_disagreement_score":0.05561871,"about_ca_system_score_codex":0.0014784328,"about_ca_system_score_gemma":0.0019096585,"threshold_uncertainty_score":0.11058992},"labels":[],"label_agreement":null},{"id":"W2954032535","doi":"10.52922/ti04060","title":"The opioid epidemic in North America: Implications for Australia","year":2019,"lang":"en","type":"book","venue":"Australian Institute of Criminology eBooks","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":21,"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":"Heroin; Context (archaeology); Harm; Fentanyl; Opioid; Opioid epidemic; Harm reduction; Opioid overdose; Medicine; Geography; Psychiatry; Political science; Drug; Public health; Pharmacology; Law; (+)-Naloxone","score_opus":0.11722318723801554,"score_gpt":0.348510144673135,"score_spread":0.23128695743511946,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2954032535","genre_codex":"commentary","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":[0.007561915,0.20461391,0.00065414875,0.6258562,0.01946913,0.00009542064,0.00021650131,0.00010473024,0.14142807],"genre_scores_gemma":[0.05910094,0.44090122,0.0042431527,0.18309182,0.012004135,0.00029033973,0.00021780207,0.000110320085,0.30004025],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994898,0.00020702263,0.00004448925,0.00003028795,0.00015105536,0.00007737538],"domain_scores_gemma":[0.9987099,0.00039091503,0.00010352642,0.000031658226,0.00039393574,0.00036995017],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014325087,0.0003803928,0.00032752464,0.0009865683,0.002198759,0.0033906677,0.0006913705,0.0028779267,0.015349219],"category_scores_gemma":[0.0030895143,0.00021413241,0.00039951768,0.0015763801,0.0016084273,0.0034054774,0.002572288,0.002592239,0.0022055064],"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":[0.000026985426,0.00007156672,0.002221817,0.0021180548,0.0000125397455,0.0013158816,0.0062697693,0.0002754422,0.0002824089,0.029569788,0.7435449,0.21429089],"study_design_scores_gemma":[0.000007312163,0.000036914356,0.0062110955,0.0015542192,0.000012538462,0.0008801003,0.0043385546,0.00014956846,0.000056921745,0.008370698,0.9783614,0.000020735455],"about_ca_topic_score_codex":0.09854228,"about_ca_topic_score_gemma":0.22392245,"teacher_disagreement_score":0.9014577,"about_ca_system_score_codex":0.003670351,"about_ca_system_score_gemma":0.0117099555,"threshold_uncertainty_score":0.1959374},"labels":[],"label_agreement":null},{"id":"W3027482965","doi":"10.52922/sb04527","title":"Changes in online gambling during the COVID-19 pandemic","year":2020,"lang":"en","type":"book","venue":"Australian Institute of Criminology eBooks","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":12,"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":"Coronavirus disease 2019 (COVID-19); Quarter (Canadian coin); Pandemic; Social distance; 2019-20 coronavirus outbreak; Psychology; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Sample (material); Social media; Demography; Advertising; Medicine; Sociology; Political science; Geography; Business; Virology; Disease","score_opus":0.456955425293541,"score_gpt":0.4359646752306431,"score_spread":0.02099075006289791,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3027482965","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":[0.9892651,0.0002720669,0.00011229859,0.0014971991,0.000062764666,0.00003993246,0.0008509072,0.000010370329,0.007889327],"genre_scores_gemma":[0.9976532,0.000179681,0.00009434569,0.0004245923,0.00003569795,0.00002120252,0.00044365553,0.0000038556286,0.0011437194],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9993235,0.00019388134,0.000040699426,0.00007130367,0.00015588643,0.00021472234],"domain_scores_gemma":[0.99769044,0.0002349175,0.0009926247,0.000058490088,0.00032127977,0.00070233137],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006827091,0.000085410415,0.00012725327,0.000697538,0.00073179905,0.0010310737,0.00033933026,0.0005133988,0.0027168144],"category_scores_gemma":[0.0039100256,0.00009449613,0.00015549987,0.00066974066,0.00048045337,0.00076296064,0.0015034705,0.0010115149,0.00033760798],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017147748,0.00020079532,0.9635939,0.000049461356,0.000020992808,0.00039982304,0.0029094887,0.00015692977,0.0004853495,0.00056009466,0.0024147357,0.02903688],"study_design_scores_gemma":[0.0000011245095,0.00004706781,0.996003,0.000015445816,0.0000016653632,0.00012546974,0.0019096782,0.00007600378,0.000033868,0.000036451853,0.0017456745,0.0000044575636],"about_ca_topic_score_codex":0.030641047,"about_ca_topic_score_gemma":0.059864916,"teacher_disagreement_score":0.030641047,"about_ca_system_score_codex":0.0011350472,"about_ca_system_score_gemma":0.0006573372,"threshold_uncertainty_score":0.060925424},"labels":[],"label_agreement":null},{"id":"W3043225919","doi":"10.52922/ti04480","title":"Understanding the structure and composition of co-offending networks in Australia","year":2020,"lang":"en","type":"book","venue":"Australian Institute of Criminology eBooks","topic":"Crime Patterns and Interventions","field":"Social Sciences","cited_by":13,"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":"Criminology; Project commissioning; Co-occurrence; Psychology; Publishing; Engineering; Sociology; Political science; Computer security; Law; Computer science","score_opus":0.322999246464757,"score_gpt":0.3817733425741645,"score_spread":0.058774096109407536,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3043225919","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":[0.98085475,0.0012051539,0.0009727793,0.0012598098,0.000008297934,0.00005086326,0.00010317098,0.000008406508,0.015536795],"genre_scores_gemma":[0.9918439,0.0017965229,0.0011965847,0.000092705675,0.0000075409835,0.000059006834,0.0001209989,0.000008659463,0.0048739826],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9993529,0.00023024458,0.000027585105,0.000105812505,0.00015523586,0.00012815896],"domain_scores_gemma":[0.9984016,0.0004178465,0.00047894576,0.00007469,0.00031730038,0.00030968245],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00064347003,0.00016698442,0.00024312946,0.002586894,0.0019601786,0.0019663086,0.0007280823,0.00039285925,0.0022948987],"category_scores_gemma":[0.004572805,0.00030070866,0.00013655567,0.0022605364,0.0014819383,0.0030562978,0.0030620787,0.0008248401,0.0003248986],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052866522,0.00016625793,0.59303665,0.0002717011,0.000048433212,0.0011414603,0.2200206,0.0013057061,0.0020134419,0.018022396,0.003604754,0.1603158],"study_design_scores_gemma":[0.0000014372469,0.0000318615,0.9355316,0.00014051117,0.000015306863,0.00040007793,0.049630012,0.0027649128,0.00012734455,0.005046299,0.006298454,0.000012154796],"about_ca_topic_score_codex":0.15161361,"about_ca_topic_score_gemma":0.2712043,"teacher_disagreement_score":0.15161361,"about_ca_system_score_codex":0.0025483707,"about_ca_system_score_gemma":0.0024381517,"threshold_uncertainty_score":0.30146223},"labels":[],"label_agreement":null},{"id":"W4380564277","doi":"10.52922/ti77024","title":"Understanding and preventing internet-facilitated radicalisation","year":2023,"lang":"en","type":"book","venue":"Australian Institute of Criminology eBooks","topic":"Terrorism, Counterterrorism, and Political Violence","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Warwick; Public Safety Canada","keywords":"The Internet; Anonymity; Underpinning; Violent extremism; Internet privacy; Political science; Public relations; Criminology; Psychology; Engineering; Computer science; Terrorism; Law; World Wide Web","score_opus":0.3384237930184803,"score_gpt":0.3574225558790547,"score_spread":0.018998762860574392,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4380564277","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1380043,0.09475218,0.027233798,0.061562367,0.0017228199,0.00027276442,0.00016191424,0.00020070637,0.67608917],"genre_scores_gemma":[0.86313134,0.08319342,0.008421459,0.0057337563,0.0007789747,0.00028548966,0.00016528658,0.000079935446,0.038210284],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978573,0.0011020319,0.00006955915,0.00014790625,0.00046400438,0.00035918778],"domain_scores_gemma":[0.99411255,0.0038531865,0.0010646499,0.00042066377,0.0003249897,0.00022396643],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027448444,0.00038347507,0.0002661511,0.0018383013,0.0021243233,0.005876685,0.001061851,0.0023236012,0.00660777],"category_scores_gemma":[0.006782495,0.00020546305,0.00035983112,0.0009798225,0.010500534,0.006776061,0.0050118533,0.0032423937,0.0008595065],"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":[0.000039048693,0.00016916955,0.005111551,0.0017313639,0.00003277532,0.0006874819,0.03914299,0.0015261683,0.00072897034,0.71604276,0.019204373,0.21558332],"study_design_scores_gemma":[0.0000144788355,0.00012401465,0.010646128,0.0045073926,0.00003134179,0.000793542,0.04693177,0.0008951769,0.0016579262,0.35919192,0.5751597,0.00004661664],"about_ca_topic_score_codex":0.0016922735,"about_ca_topic_score_gemma":0.0032442652,"teacher_disagreement_score":0.00660777,"about_ca_system_score_codex":0.0020551202,"about_ca_system_score_gemma":0.0027042904,"threshold_uncertainty_score":0.022105217},"labels":[],"label_agreement":null},{"id":"W4382362514","doi":"10.52922/sb77048","title":"Identity crime and misuse in Australia 2023","year":2023,"lang":"en","type":"book","venue":"Australian Institute of Criminology eBooks","topic":"Cybercrime and Law Enforcement Studies","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":"Identity theft; Hacker; Quarter (Canadian coin); Identity (music); Credit card; Cybercrime; Criminology; Personally identifiable information; Credit card fraud; Psychology; Computer security; Political science; Business; Law; The Internet; History; Finance; Payment","score_opus":0.1452133112431103,"score_gpt":0.3383583152532902,"score_spread":0.1931450040101799,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382362514","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":[0.7975792,0.019185033,0.0003886951,0.009761963,0.0003101122,0.00009062914,0.0008090463,0.000040618652,0.17183472],"genre_scores_gemma":[0.9140743,0.025428087,0.0005087067,0.0015870675,0.00012607031,0.00006254965,0.00045240094,0.000026725826,0.057734106],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99925405,0.0001851607,0.00004941111,0.000036236645,0.00039266725,0.000082472056],"domain_scores_gemma":[0.9991417,0.00013956311,0.00026325227,0.000033803597,0.00023392627,0.00018773286],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005278946,0.00012953531,0.00016444882,0.0020290965,0.0013802028,0.0012804022,0.00031850292,0.00039514044,0.0061010015],"category_scores_gemma":[0.0019992667,0.00020032188,0.00017544169,0.0030444579,0.00082231854,0.001352474,0.0016482045,0.0006456314,0.000991666],"study_design_candidate":"observational","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":[0.00004196367,0.00023723487,0.28384593,0.00093544007,0.000017872666,0.0022532293,0.13536716,0.00029885035,0.0006595397,0.015872663,0.0790765,0.48139367],"study_design_scores_gemma":[0.0000027239075,0.00009516756,0.83652806,0.000790665,0.000007766687,0.0027880701,0.026974432,0.00031668987,0.00013563769,0.0015437141,0.13079837,0.000018725044],"about_ca_topic_score_codex":0.11333572,"about_ca_topic_score_gemma":0.18905604,"teacher_disagreement_score":0.11333572,"about_ca_system_score_codex":0.0015120511,"about_ca_system_score_gemma":0.00270512,"threshold_uncertainty_score":0.22535211},"labels":[],"label_agreement":null},{"id":"W4389586189","doi":"10.52922/ti214174","title":"Prescription opioid use among Australian police detainees","year":2018,"lang":"en","type":"book","venue":"Australian Institute of Criminology eBooks","topic":"Opioid Use Disorder Treatment","field":"Medicine","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":"Medical prescription; Buprenorphine; Medicine; Prescription Drug Misuse; Opioid; Law enforcement; Family medicine; Population; Addiction; Prescription drug; Quarter (Canadian coin); Medical emergency; Psychiatry; Opioid use disorder; Environmental health; Pharmacology; Political science; Geography; Law","score_opus":0.08264050780655947,"score_gpt":0.3042400341170566,"score_spread":0.22159952631049712,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389586189","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":[0.94123125,0.012377749,0.000106367785,0.0046598315,0.00015212045,0.00010980027,0.0027163026,0.00004165617,0.038604803],"genre_scores_gemma":[0.8863366,0.04343364,0.00038488145,0.0018609131,0.0001369116,0.000120426965,0.0016241183,0.000021489821,0.066080965],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99979836,0.000031900538,0.000021166565,0.0000140095235,0.00010937199,0.000025124771],"domain_scores_gemma":[0.99963534,0.000070814676,0.00010166774,0.000010663302,0.00012430355,0.000057201036],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017427758,0.00009381073,0.000136796,0.001508662,0.00089726923,0.0005742405,0.00021810165,0.00028973183,0.002893077],"category_scores_gemma":[0.0012917466,0.00018501129,0.000121757985,0.0015458527,0.00023970332,0.00039610156,0.0004360475,0.00042690666,0.0006138886],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000940017,0.00033993006,0.4555651,0.0015816428,0.000030136345,0.0026838738,0.042110883,0.00018275305,0.0017296262,0.000780567,0.06523748,0.429664],"study_design_scores_gemma":[0.0000043493014,0.00019749718,0.9130537,0.00066683016,0.000014488574,0.0027237176,0.009963011,0.00012516913,0.0002586357,0.0001431823,0.07283147,0.000018046634],"about_ca_topic_score_codex":0.06450838,"about_ca_topic_score_gemma":0.17594722,"teacher_disagreement_score":0.06450838,"about_ca_system_score_codex":0.00071629824,"about_ca_system_score_gemma":0.00070605625,"threshold_uncertainty_score":0.1282658},"labels":[],"label_agreement":null},{"id":"W4391590382","doi":"10.52922/ti256118","title":"Computer security threats faced by small businesses in Australia","year":2012,"lang":"en","type":"book","venue":"Australian Institute of Criminology eBooks","topic":"Cybercrime and Law Enforcement Studies","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Innovation, Science and Economic Development Canada","funders":"Attorney-General's Department, Australian Government","keywords":"SAFER; Business; Small business; The Internet; Internet privacy; Identity theft; Computer security; Face (sociological concept); Information security; Commerce; Marketing; World Wide Web; Computer science","score_opus":0.12059204424315216,"score_gpt":0.3006933487968698,"score_spread":0.18010130455371764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391590382","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":[0.80112904,0.009659355,0.001019004,0.026101414,0.0003179658,0.00014545054,0.000050849954,0.000063980384,0.16151306],"genre_scores_gemma":[0.82392186,0.013130639,0.001323924,0.002861624,0.000094975076,0.000065651686,0.00006106509,0.000028029557,0.15851226],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9993705,0.00014358661,0.000030068011,0.00004226381,0.00032348826,0.00009016718],"domain_scores_gemma":[0.99803036,0.00051376125,0.0003356193,0.00006171185,0.00056896557,0.000489542],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00074603007,0.00018019183,0.00015492548,0.0012875906,0.005710568,0.002870618,0.00053889706,0.001273938,0.004526405],"category_scores_gemma":[0.0026951751,0.0002555911,0.00015066148,0.001262491,0.0021657993,0.0019422531,0.0022612894,0.0012191092,0.0007672269],"study_design_candidate":"observational","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":[0.000090833506,0.0003655223,0.063166395,0.00093865703,0.000022569013,0.01434372,0.46976095,0.0006986392,0.006471208,0.044958353,0.054986175,0.34419695],"study_design_scores_gemma":[0.000008812199,0.0003161166,0.1303456,0.00083492877,0.000022984017,0.0053155543,0.15833437,0.0013905339,0.0011125251,0.009447057,0.6928035,0.000068049536],"about_ca_topic_score_codex":0.08854758,"about_ca_topic_score_gemma":0.17635745,"teacher_disagreement_score":0.08854758,"about_ca_system_score_codex":0.003365704,"about_ca_system_score_gemma":0.0051189596,"threshold_uncertainty_score":0.17606437},"labels":[],"label_agreement":null},{"id":"W4405178022","doi":"10.52922/ti77734","title":"Exposure to and sharing of fringe or radical content online","year":2024,"lang":"en","type":"book","venue":"Australian Institute of Criminology eBooks","topic":"Hate Speech and Cyberbullying Detection","field":"Computer Science","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":"Mainstream; Content (measure theory); Quarter (Canadian coin); The Internet; Internet privacy; Advertising; Psychology; Computer science; World Wide Web; Business; Political science; Geography; Mathematics","score_opus":0.15028428163746188,"score_gpt":0.2976741620312826,"score_spread":0.14738988039382073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405178022","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":[0.99643,0.00007917667,0.00014123453,0.000102099955,0.0000038013973,0.000050732448,0.00033177604,0.0000043020705,0.002857017],"genre_scores_gemma":[0.99596196,0.00032713808,0.0005340202,0.00015289622,0.000010959305,0.000093649076,0.00035555268,0.000004426958,0.0025594435],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9990295,0.00035742138,0.00008727644,0.0000899192,0.00030065567,0.00013509017],"domain_scores_gemma":[0.9939713,0.001134571,0.0026270484,0.00048563335,0.0008449439,0.0009364395],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012154261,0.00017063004,0.00019263003,0.0016382445,0.0010241781,0.0009190952,0.000509956,0.00045859106,0.0030032948],"category_scores_gemma":[0.00579556,0.00030565943,0.00018068338,0.0011130425,0.00054905325,0.0015083726,0.0014568404,0.00087753474,0.00093516795],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023188464,0.00028124714,0.9510418,0.0000912335,0.000019372377,0.00018287908,0.029283518,0.000026581902,0.0004582556,0.0002068031,0.0009088452,0.01747637],"study_design_scores_gemma":[0.0000010439269,0.000075567135,0.9890182,0.000046373665,0.000007720391,0.00018928999,0.008515134,0.00009170294,0.00010841043,0.00007298656,0.0018649881,0.000008594798],"about_ca_topic_score_codex":0.026384762,"about_ca_topic_score_gemma":0.04236551,"teacher_disagreement_score":0.026384762,"about_ca_system_score_codex":0.0005492001,"about_ca_system_score_gemma":0.0006176426,"threshold_uncertainty_score":0.0524624},"labels":[],"label_agreement":null},{"id":"W4413962815","doi":"10.52922/crg77963","title":"Analysing the evolution and activities of ransomware criminal groups","year":2025,"lang":"en","type":"book","venue":"Australian Institute of Criminology eBooks","topic":"Cybercrime and Law Enforcement Studies","field":"Computer Science","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":"Ransomware; Criminology; Computer security; Computer science; Psychology; Malware","score_opus":0.05201927806847423,"score_gpt":0.27579966005932083,"score_spread":0.2237803819908466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413962815","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":[0.9860902,0.00035621852,0.00093270844,0.00026612345,0.000011288269,0.000056906323,0.00018785545,0.000018935762,0.012079772],"genre_scores_gemma":[0.98626953,0.0005200919,0.0017886796,0.00005775099,0.0000063384814,0.000048834023,0.0003022382,0.000017674338,0.010988966],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9990114,0.00037704824,0.000042077572,0.00014915862,0.00027088172,0.00014942314],"domain_scores_gemma":[0.9968472,0.00090004475,0.001080387,0.0002880025,0.000536962,0.00034732543],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010511721,0.00015534989,0.0001645784,0.003455438,0.0013714855,0.0018766088,0.00065052416,0.00040077913,0.0033510032],"category_scores_gemma":[0.0050048577,0.00018400812,0.0001069566,0.0030041672,0.001218679,0.00283107,0.001899644,0.0005767156,0.0009469593],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009138409,0.00013073247,0.4809564,0.00018107997,0.000016004096,0.0009817317,0.21063517,0.00041312326,0.0014000427,0.01677979,0.005716724,0.2826979],"study_design_scores_gemma":[0.0000032652038,0.00016815156,0.80609417,0.00029270523,0.000011099115,0.0015021521,0.14857145,0.0018696911,0.0012718197,0.0033866116,0.036790755,0.000038078455],"about_ca_topic_score_codex":0.010249996,"about_ca_topic_score_gemma":0.025961462,"teacher_disagreement_score":0.010249996,"about_ca_system_score_codex":0.001229954,"about_ca_system_score_gemma":0.0009811526,"threshold_uncertainty_score":0.020380676},"labels":[],"label_agreement":null},{"id":"W4413966815","doi":"10.52922/ti77970","title":"Examining the activities and careers of ransomware criminal groups","year":2025,"lang":"en","type":"book","venue":"Australian Institute of Criminology eBooks","topic":"Cybercrime and Law Enforcement Studies","field":"Computer Science","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":"Ransomware; Computer security; Psychology; Criminology; Internet privacy; Computer science; Malware","score_opus":0.09013288437786017,"score_gpt":0.27646014054030055,"score_spread":0.1863272561624404,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413966815","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":[0.9636294,0.0017012726,0.00014612888,0.0012408665,0.00003099415,0.000023668545,0.00028973256,0.000009169702,0.032928795],"genre_scores_gemma":[0.9520726,0.0034375612,0.0004789036,0.00024355766,0.00002349301,0.0000309855,0.00042877474,0.000013077526,0.04327108],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99965644,0.00010864503,0.00001220819,0.000036485002,0.00008575518,0.00010053409],"domain_scores_gemma":[0.99784803,0.00069438777,0.00055167254,0.00007132391,0.00030724535,0.00052735454],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00065874954,0.00012235343,0.00009764098,0.0025298682,0.0022003192,0.0014545323,0.0004996141,0.000402008,0.0076836217],"category_scores_gemma":[0.002643792,0.00014102798,0.000081775324,0.0023847292,0.0007579507,0.0017935989,0.0015037511,0.0006812435,0.0017969864],"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":[0.000088270266,0.00024139194,0.5692037,0.00020229442,0.000009804963,0.0008482892,0.15587507,0.00020764186,0.00046330987,0.008520895,0.021990044,0.24234934],"study_design_scores_gemma":[0.0000034292912,0.00016162978,0.80675185,0.00033805953,0.0000060788852,0.0011357298,0.14381644,0.00029942748,0.00020951265,0.0011507669,0.046109553,0.000017539653],"about_ca_topic_score_codex":0.01588482,"about_ca_topic_score_gemma":0.066026114,"teacher_disagreement_score":0.01588482,"about_ca_system_score_codex":0.00090994337,"about_ca_system_score_gemma":0.0010800143,"threshold_uncertainty_score":0.03158474},"labels":[],"label_agreement":null}]}