{"meta":{"query_hash":"46c3918d167a","filters":{"venue":"Public Integrity"},"cohort_total":9,"direct_labels_cover":0,"predictions_cover":9,"exported":9,"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/46c3918d167a","api":"https://metacan.xera.ac/api/v1/cohort?venue=Public+Integrity"},"results":[{"id":"W1029958129","doi":"10.2753/pin1099-9922120203","title":"The Road to Disclosure Legislation in Canada","year":2010,"lang":"en","type":"article","venue":"Public Integrity","topic":"Legal Education and Practice Innovations","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Winnipeg; University of Manitoba; Brandon University","funders":"","keywords":"Civil servants; Legislation; Government (linguistics); Safeguard; Public administration; Law; Political science; Business; Politics","score_opus":0.03947168854435506,"score_gpt":0.35063238943038094,"score_spread":0.3111607008860259,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1029958129","genre_codex":"commentary","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":[0.3154103,0.000003771428,0.0000209941,0.49835378,0.0017701113,0.00011907776,0.0000030448177,0.0000121339435,0.18430682],"genre_scores_gemma":[0.995515,0.0000029396253,0.00009936553,0.0016066715,0.00025787437,0.000029138984,0.00000394703,0.0000023652578,0.0024826876],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991778,0.00013624677,0.0001338337,0.00008924724,0.00026204676,0.0002007974],"domain_scores_gemma":[0.9991682,0.0002754751,0.00004720478,0.00014766846,0.0002691794,0.000092266244],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015733046,0.0000387818,0.00003923647,0.000043010023,0.00057067315,0.00034404965,0.00025032752,0.00004411208,0.0004200775],"category_scores_gemma":[0.006855705,0.000028236534,0.000011013899,0.00070825906,0.000053291118,0.00055089773,0.000017306409,0.0008480856,0.000033910754],"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":[0.0000022099032,0.000023906134,0.06412716,4.0868227e-7,0.0000023229263,2.4275957e-7,0.0061601205,4.4187536e-7,0.00002379256,0.828849,0.044915117,0.05589528],"study_design_scores_gemma":[0.00002233063,0.0000013676499,0.13706957,7.214194e-7,4.963709e-7,1.6757724e-7,0.0063251625,0.000017237087,0.0000049474147,0.0015227692,0.85499746,0.00003778843],"about_ca_topic_score_codex":0.9943864,"about_ca_topic_score_gemma":0.9999031,"teacher_disagreement_score":0.82732624,"about_ca_system_score_codex":0.00031458432,"about_ca_system_score_gemma":0.0083261365,"threshold_uncertainty_score":0.99729574},"labels":[],"label_agreement":null},{"id":"W2134367023","doi":"10.2753/pin1099-9922110204","title":"Creating a Strong Disclosure-of-Wrongdoing Regime: The Role of the Public Service Integrity Officer of Canada","year":2009,"lang":"en","type":"article","venue":"Public Integrity","topic":"Medical Malpractice and Liability 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":"Wrongdoing; Officer; Business; Service (business); Public service; Accounting; Public relations; Political science; Law; Marketing","score_opus":0.05226171894538533,"score_gpt":0.36253342212547507,"score_spread":0.31027170318008973,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2134367023","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7692844,0.00026177592,0.00006438901,0.17407976,0.00048279978,0.0007271997,0.000056244593,0.00003054261,0.055012845],"genre_scores_gemma":[0.9973748,0.000010620993,0.00021872987,0.0017233692,0.0002262354,0.00003025613,0.000010584731,0.000012739796,0.00039268643],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99485815,0.001941531,0.0011979552,0.00029976643,0.0010053351,0.00069726765],"domain_scores_gemma":[0.99262077,0.0032533251,0.0011758844,0.0011244295,0.0016019593,0.00022365057],"candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004962699,0.00021880484,0.000569646,0.00006772167,0.000667421,0.00002127754,0.0011473222,0.00029498085,0.0009115632],"category_scores_gemma":[0.018732425,0.000116429466,0.00014948299,0.0008931257,0.00023613535,0.0003991381,0.00032708023,0.003291006,0.0000039996153],"study_design_candidate":"observational","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":[0.00014825554,0.00087585143,0.47571433,0.0011404277,0.00019618342,0.0000012949756,0.016832672,0.0000041425496,0.00095392234,0.47695866,0.01221442,0.014959847],"study_design_scores_gemma":[0.0012349134,0.00024365667,0.4489142,0.0016257404,0.00020496841,0.0000070592446,0.20323373,0.0027495539,0.0021258043,0.011682056,0.32748112,0.0004971831],"about_ca_topic_score_codex":0.4537537,"about_ca_topic_score_gemma":0.5468205,"teacher_disagreement_score":0.4652766,"about_ca_system_score_codex":0.0002751731,"about_ca_system_score_gemma":0.0052214502,"threshold_uncertainty_score":0.9990084},"labels":[],"label_agreement":null},{"id":"W2542908246","doi":"10.1080/15580989.2003.11770933","title":"The Government of Canada’s Approach to Ethics: The Evolution of Ethical Government","year":2003,"lang":"en","type":"article","venue":"Public Integrity","topic":"Legal Education and Practice Innovations","field":"Social Sciences","cited_by":10,"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":"Government (linguistics); Politics; Value (mathematics); Patience; Political science; Action (physics); Sociology; Law; Environmental ethics; Law and economics; Public administration; Psychology; Social psychology","score_opus":0.06662587231946109,"score_gpt":0.34631464646456095,"score_spread":0.27968877414509985,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2542908246","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":[0.0046583973,0.000028561833,0.0016353357,0.42813763,0.0004701849,0.00020459776,0.000014300481,0.000004964782,0.56484604],"genre_scores_gemma":[0.9946494,0.000010985341,0.00039632941,0.0022606228,0.000052605217,0.00002992905,4.4484804e-7,0.000002713455,0.0025969879],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9962313,0.0010721708,0.00026768105,0.000109574474,0.0021115693,0.00020769921],"domain_scores_gemma":[0.99725646,0.0017034458,0.00019225656,0.00025398144,0.00051074766,0.00008309446],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.009240868,0.000053645974,0.00007456862,0.000007707602,0.000829488,0.0000776582,0.0003548198,0.00014518276,0.00009376434],"category_scores_gemma":[0.032840136,0.000031966858,0.000032133805,0.00046072804,0.00026194425,0.00011809653,0.00003169373,0.0015272086,0.0000012590019],"study_design_candidate":"theoretical_or_conceptual","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":[0.0000046618047,0.00007470978,0.0007582196,0.00000392011,0.000010975784,1.2193039e-8,0.00943135,0.0000030790043,0.000013799945,0.9631845,0.026016327,0.0004984469],"study_design_scores_gemma":[0.000038851413,0.000009264153,0.003718354,0.0000035417017,0.0000054321476,2.8774448e-7,0.097174644,0.000017695456,0.0001229813,0.004676739,0.89419013,0.000042086376],"about_ca_topic_score_codex":0.49089694,"about_ca_topic_score_gemma":0.6506121,"teacher_disagreement_score":0.989991,"about_ca_system_score_codex":0.0017824352,"about_ca_system_score_gemma":0.009689505,"threshold_uncertainty_score":0.99592465},"labels":[],"label_agreement":null},{"id":"W2911338037","doi":"10.2753/pin1099-9922160304","title":"Corruption and Legislatures","year":2014,"lang":"en","type":"article","venue":"Public Integrity","topic":"Corruption and Economic Development","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University; Université Laval","funders":"","keywords":"Legislature; Presidential system; Language change; Government (linguistics); Wrongdoing; Political science; Public administration; Corporate governance; Economics; Law; Politics; Finance","score_opus":0.047271022842488686,"score_gpt":0.30489986630499794,"score_spread":0.25762884346250925,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2911338037","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":[0.342996,0.000030042043,0.0018414495,0.019573519,0.0009896302,0.000096542586,0.0000012161568,0.00011815762,0.63435346],"genre_scores_gemma":[0.99316204,0.000047017034,0.00036165578,0.00075846136,0.00019973882,0.0000064534397,0.0000032196745,0.0000025048244,0.00545893],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99944234,0.00008805865,0.00008764899,0.00012283989,0.000092653725,0.00016648331],"domain_scores_gemma":[0.99968356,0.000054210712,0.000031344443,0.00006879929,0.00005468352,0.00010739013],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011689849,0.000045173507,0.00006618362,0.000048419137,0.00026980304,0.00016187801,0.000087184104,0.00007238264,0.00069567846],"category_scores_gemma":[0.0005286944,0.000042357595,0.000018569264,0.00006480912,0.000109948276,0.00020892118,0.00003089777,0.00014703229,0.00011614008],"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":[0.000002216076,0.000014310395,0.019543616,0.0000019603804,0.0000030674812,8.6129035e-8,0.0032716598,6.718395e-8,0.0000066554167,0.6257896,0.00216265,0.34920415],"study_design_scores_gemma":[0.00007900212,0.000005828258,0.055626493,0.0000023955652,0.000001034664,6.5166785e-7,0.0009645919,0.00012639444,0.0000016922828,0.0030074997,0.9401206,0.00006382814],"about_ca_topic_score_codex":0.0008776324,"about_ca_topic_score_gemma":0.0034356834,"teacher_disagreement_score":0.93795794,"about_ca_system_score_codex":0.00007774184,"about_ca_system_score_gemma":0.0000848064,"threshold_uncertainty_score":0.7617191},"labels":[],"label_agreement":null},{"id":"W3181035401","doi":"10.1080/10999922.2021.1935560","title":"Avoiding a Panglossian Policy Science: The Need to Deal with the Darkside of Policy-Maker and Policy-Taker Behaviour","year":2021,"lang":"en","type":"article","venue":"Public Integrity","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Public policy; Politics; Policy studies; Optimism; Order (exchange); Public relations; Power (physics); State (computer science); Work (physics); Public economics; Economics; Law and economics; Political science; Positive economics; Computer science; Psychology; Law; Social psychology","score_opus":0.05726113166687413,"score_gpt":0.4020988824603354,"score_spread":0.3448377507934613,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3181035401","genre_codex":"commentary","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":[0.40443897,0.000025402727,0.000090150505,0.5013076,0.00002768386,0.00028077269,0.00004752698,0.000034936522,0.09374693],"genre_scores_gemma":[0.9894126,0.00002342049,0.00019295211,0.006059855,0.00094467355,0.000055237728,0.0000042972333,0.000012425862,0.0032945517],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99592793,0.00091548165,0.00028483671,0.00040449703,0.0013614232,0.0011058035],"domain_scores_gemma":[0.99705297,0.0006559476,0.00013515989,0.00048550637,0.0009871604,0.0006832524],"candidate_categories":["metaresearch","sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.006193056,0.00017849327,0.0002206249,0.00056748535,0.0033084329,0.001340762,0.0010726819,0.00012738738,0.00010227649],"category_scores_gemma":[0.008690206,0.000102219805,0.00007841223,0.0062382165,0.0032441851,0.0006394685,0.00040213278,0.0009781242,0.000009878871],"study_design_candidate":"theoretical_or_conceptual","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":[0.000012058278,0.000082154664,0.005966442,0.0000060862503,0.000021462687,0.000006310092,0.020308381,6.0262556e-7,0.0004496768,0.9622394,0.0021922041,0.008715226],"study_design_scores_gemma":[0.00093964726,0.00024869878,0.27936146,0.000086438005,0.000037133443,0.00018154437,0.19300695,0.00008556201,0.004249376,0.019373225,0.50175774,0.0006722211],"about_ca_topic_score_codex":0.07185749,"about_ca_topic_score_gemma":0.024428308,"teacher_disagreement_score":0.94286615,"about_ca_system_score_codex":0.00043439298,"about_ca_system_score_gemma":0.023109788,"threshold_uncertainty_score":0.99969596},"labels":[],"label_agreement":null},{"id":"W4225101059","doi":"10.1080/10999922.2022.2046968","title":"State Capture in South Africa and Canada: A Comparative Analysis","year":2022,"lang":"en","type":"article","venue":"Public Integrity","topic":"Political Influence and Corporate Strategies","field":"Business, Management and Accounting","cited_by":5,"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":"Accountability; Language change; Politics; Phenomenon; Political corruption; State (computer science); Political science; Political economy; Democracy; Development economics; Economic Justice; Public administration; Economics; Law","score_opus":0.054532163967170165,"score_gpt":0.2436834204557909,"score_spread":0.18915125648862072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4225101059","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.948748,0.00007540148,0.000033114426,0.0020066437,0.000069326634,0.00009577286,0.000056331894,0.000031898602,0.048883498],"genre_scores_gemma":[0.99805504,4.214632e-7,0.000008842876,0.0015400528,0.000044086046,0.00003976284,0.000039469378,0.0000033072297,0.00026903785],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99899125,0.00002876059,0.0001832958,0.000218571,0.00024544715,0.00033268277],"domain_scores_gemma":[0.9996255,0.000028753466,0.000091548834,0.00012088583,0.0001103781,0.000022928498],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002787972,0.00011592787,0.00023450749,0.0003001941,0.00019226295,0.0002593264,0.00018361202,0.000020509622,0.000323682],"category_scores_gemma":[0.00004768175,0.00010255606,0.000038471142,0.0012109731,0.00006764962,0.00051875366,0.00020607164,0.0004504274,0.000005805408],"study_design_candidate":"observational","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":[0.000049159473,0.00013722567,0.48041722,0.00005089016,0.00027846367,0.00009036532,0.0032267312,0.0005747889,0.000013654441,0.50786597,0.0070545436,0.00024098912],"study_design_scores_gemma":[0.00082548294,0.000024122748,0.59996647,0.000009476316,0.00027619538,0.0000028682798,0.08749794,0.023753215,0.000007991519,0.070369534,0.21633779,0.00092892593],"about_ca_topic_score_codex":0.7461579,"about_ca_topic_score_gemma":0.8096735,"teacher_disagreement_score":0.43749642,"about_ca_system_score_codex":0.00012256205,"about_ca_system_score_gemma":0.0002627337,"threshold_uncertainty_score":0.4182115},"labels":[],"label_agreement":null},{"id":"W4385429051","doi":"10.1080/10999922.2023.2240623","title":"Anchoring into Space: A Reflexive Approach for Attending to Trauma When Engaging in Research with Older Persons with Experiences of Homelessness","year":2023,"lang":"en","type":"article","venue":"Public Integrity","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Simon Fraser University; University of Calgary; Université du Québec à Montréal; McGill University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Reflexivity; Redress; Sociology; Qualitative research; Space (punctuation); Power (physics); Participatory action research; Gender studies; Public relations; Social science; Political science","score_opus":0.3008999771563273,"score_gpt":0.5010340073434306,"score_spread":0.2001340301871033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385429051","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98941976,0.000048921425,0.003918971,0.0014651115,0.00013988148,0.0016977224,0.000012755542,0.00012409013,0.0031727727],"genre_scores_gemma":[0.98987055,0.000006489951,0.005156416,0.000020445414,0.00026519678,0.004287603,0.000025576013,0.0000467061,0.0003209899],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9963393,0.0008554366,0.00040873265,0.0005762143,0.00065537624,0.0011649001],"domain_scores_gemma":[0.9976294,0.00094557455,0.00012846295,0.00032412264,0.0007426718,0.00022974533],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0052885767,0.00020680507,0.00069236825,0.0008435337,0.0012093025,0.000066190194,0.0004494159,0.00022577035,0.00005654354],"category_scores_gemma":[0.0006205797,0.00014883233,0.000050780603,0.0022737994,0.00026516092,0.00040193467,0.00019646686,0.0015695201,0.00000739424],"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":[0.00016763798,0.00009984121,0.0917112,0.00067604677,0.000026887006,0.000004878947,0.892198,0.000009604022,0.000055346427,0.011164047,0.000102803024,0.0037836889],"study_design_scores_gemma":[0.00072968117,0.00018369786,0.016420692,0.0005740855,0.000005313284,1.2583793e-7,0.9802895,0.0005254957,0.00020219476,0.00037683375,0.0004882188,0.00020412347],"about_ca_topic_score_codex":0.0054444964,"about_ca_topic_score_gemma":0.013239609,"teacher_disagreement_score":0.088091515,"about_ca_system_score_codex":0.00038164173,"about_ca_system_score_gemma":0.0004980977,"threshold_uncertainty_score":0.93010986},"labels":[],"label_agreement":null},{"id":"W4385469132","doi":"10.1080/10999922.2023.2240612","title":"Data Laundering Border Violence: Performance Measures and Immigration Enforcement","year":2023,"lang":"en","type":"article","venue":"Public Integrity","topic":"Migration, Refugees, and Integration","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Deportation; Audit; Enforcement; Immigration; Scrutiny; Law enforcement; Criminology; Law; Political science; Scholarship; Money laundering; Accountability; Business; Sociology; Law and economics; Accounting","score_opus":0.09767420424221705,"score_gpt":0.3653458897749772,"score_spread":0.2676716855327601,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385469132","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.967601,0.00022741896,0.0067536277,0.0033497964,0.0006517067,0.00038602416,0.000037365622,0.00036329782,0.020629788],"genre_scores_gemma":[0.99458957,0.0031221055,0.00014954746,0.00013853001,0.00027794726,0.000030766023,0.0003103007,0.000007004115,0.0013742318],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985441,0.00013540756,0.00022225745,0.00029540525,0.0004964503,0.00030636066],"domain_scores_gemma":[0.99920344,0.000057860892,0.000072111885,0.00030915195,0.0002573661,0.00010004824],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023359624,0.00010470924,0.000106853666,0.00013427495,0.0007493011,0.00032028244,0.00035927183,0.00011278415,0.00028806925],"category_scores_gemma":[0.0007395701,0.00008981673,0.00002168312,0.0004790967,0.0001403438,0.0015336544,0.00010472671,0.00023391478,0.00006346206],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020845971,0.0000754129,0.032173973,0.000061630904,0.00004628298,8.1333735e-7,0.055239778,0.000012811383,0.00031370096,0.32182983,0.022534713,0.5676902],"study_design_scores_gemma":[0.00020841724,0.00005862211,0.018600741,0.00007690181,0.0000145773065,0.0000011235584,0.030629477,0.031503968,0.00025101184,0.0030675824,0.91529554,0.000292016],"about_ca_topic_score_codex":0.0036979085,"about_ca_topic_score_gemma":0.033501454,"teacher_disagreement_score":0.8927609,"about_ca_system_score_codex":0.000099093275,"about_ca_system_score_gemma":0.0002644733,"threshold_uncertainty_score":0.9841346},"labels":[],"label_agreement":null},{"id":"W4387449148","doi":"10.1080/10999922.2023.2262156","title":"Power and Public Administration: Applying a Transformative Approach to Freedom of/Access to Information Research","year":2023,"lang":"en","type":"article","venue":"Public Integrity","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université Laval","funders":"Fondation pour la recherche juridique; Fondation du Barreau du Québec","keywords":"Freedom of information; Transformative learning; Legislation; Transparency (behavior); Administration (probate law); Power (physics); Government (linguistics); Public relations; Public administration; Sociology; Political science; Law","score_opus":0.2379439159100427,"score_gpt":0.4618919186175692,"score_spread":0.22394800270752646,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387449148","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":[0.19772263,0.000008305592,0.007954783,0.17251919,0.00019690196,0.0025915287,0.00020616081,0.00025377359,0.6185467],"genre_scores_gemma":[0.9974082,0.000017261616,0.00055155205,0.00055324903,0.00012259449,0.0007047304,0.00006399999,0.000007168718,0.00057124],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99608064,0.0006326494,0.00048442275,0.0002677217,0.0016119048,0.0009226827],"domain_scores_gemma":[0.99687314,0.00044609714,0.00007616798,0.0002624968,0.0014792286,0.00086285576],"candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0085564125,0.00013056106,0.00021032093,0.0014451073,0.0010235007,0.0019546456,0.0009235337,0.00019162022,0.00021044078],"category_scores_gemma":[0.0068740114,0.00012345347,0.000056413828,0.00528953,0.0004887541,0.0042862985,0.00025640588,0.00066703407,0.00015855618],"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":[0.000041319534,0.00014209404,0.0011968836,0.00006709294,0.000020821082,6.8763285e-7,0.031466037,0.0000020825153,0.000026108924,0.9288718,0.025874844,0.012290236],"study_design_scores_gemma":[0.0003220897,0.00024278769,0.009567937,0.00002438689,0.0000020112332,0.0000029901091,0.06978664,0.00054140075,0.00015663315,0.004810989,0.91428924,0.00025290024],"about_ca_topic_score_codex":0.0015786807,"about_ca_topic_score_gemma":0.0014930115,"teacher_disagreement_score":0.9240608,"about_ca_system_score_codex":0.00016615016,"about_ca_system_score_gemma":0.0021463968,"threshold_uncertainty_score":0.99908143},"labels":[],"label_agreement":null}]}