{"meta":{"query_hash":"b98c24afa2fa","filters":{"venue":"International Journal of Information Technologies and Systems Approach"},"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/b98c24afa2fa","api":"https://metacan.xera.ac/api/v1/cohort?venue=International+Journal+of+Information+Technologies+and+Systems+Approach"},"results":[{"id":"W2010083946","doi":"10.4018/jitsa.2009070104","title":"OSTRA","year":2009,"lang":"en","type":"article","venue":"International Journal of Information Technologies and Systems Approach","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Service-oriented architecture; Process management; Architecture; Computer science; Service (business); Term (time); Engineering management; Knowledge management; Software engineering; Web service; Business; Engineering; World Wide Web","score_opus":0.0075298540487655575,"score_gpt":0.21859555053817675,"score_spread":0.2110656964894112,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010083946","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":[0.005300595,0.0040644538,0.04952836,0.007996919,0.0025366365,0.0005689165,0.008058986,0.023195036,0.89875007],"genre_scores_gemma":[0.042807523,0.005113564,0.049506,0.0045751478,0.0009674879,0.0005674719,0.016168153,0.009830545,0.870464],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9963242,0.00062102947,0.0002731041,0.0006300821,0.0016856412,0.00046603405],"domain_scores_gemma":[0.99409556,0.00088737084,0.00037480003,0.0012446302,0.0023158565,0.0010817216],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023348683,0.00090087106,0.0008005377,0.0021968903,0.0019346661,0.007214458,0.0022536619,0.002476577,0.2777573],"category_scores_gemma":[0.009020902,0.00071303896,0.000922853,0.0024980737,0.0009809087,0.005547838,0.0041152495,0.00269154,0.23845878],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040300936,0.00014932388,0.0012732913,0.00072043674,0.000032853164,0.0004568435,0.00084954035,0.000769636,0.0042515886,0.10188476,0.594505,0.2947038],"study_design_scores_gemma":[0.000014843051,0.000022452152,0.00023180361,0.00006709498,0.0000076249926,0.00022902263,0.000073213785,0.00037785334,0.000668957,0.0034097387,0.99488467,0.000012650913],"about_ca_topic_score_codex":0.0032951161,"about_ca_topic_score_gemma":0.0041312287,"teacher_disagreement_score":0.2777573,"about_ca_system_score_codex":0.0018467552,"about_ca_system_score_gemma":0.005088385,"threshold_uncertainty_score":0},"labels":[],"label_agreement":null},{"id":"W2013862198","doi":"10.4018/jitsa.2008070105","title":"The Systems Approach View from Professor Andrew P. Sage","year":2008,"lang":"en","type":"article","venue":"International Journal of Information Technologies and Systems Approach","topic":"Complex Systems and Decision Making","field":"Decision 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":"Library science; Cybernetics; Medal; Management; George (robot); Systems science; Engineering; Sociology; Engineering ethics; Computer science; Operations research; History; Artificial intelligence; Art history","score_opus":0.10539332012130498,"score_gpt":0.3380557086793367,"score_spread":0.23266238855803173,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2013862198","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":[0.00075901154,0.16339312,0.014911129,0.46827108,0.013318044,0.00003549101,0.00025727472,0.0002270055,0.33882782],"genre_scores_gemma":[0.100644104,0.24952854,0.015982913,0.2158717,0.04117498,0.00042905592,0.0005014435,0.0006243414,0.37524298],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99638605,0.0012949073,0.00020717486,0.00067978236,0.0012666875,0.00016541334],"domain_scores_gemma":[0.9960998,0.0025559338,0.0001944756,0.00021298777,0.0005778754,0.00035875372],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033713772,0.000971796,0.0008251207,0.0018981358,0.0025524318,0.007333844,0.0012885537,0.004699226,0.014797866],"category_scores_gemma":[0.005691452,0.0004143033,0.00054650434,0.0023777944,0.009353017,0.010509779,0.00342081,0.015282705,0.006128697],"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":[0.0000068450004,0.000010557108,0.000052854706,0.00011718224,0.0000074680565,0.00007768457,0.0009501303,0.00019625305,0.000045241504,0.7268952,0.25295848,0.018681964],"study_design_scores_gemma":[0.0000034016273,0.000009134612,0.00005279551,0.000204059,0.0000021749765,0.00010000738,0.00018366301,0.00007957922,0.0000226477,0.13178295,0.86755455,0.000005060522],"about_ca_topic_score_codex":0.006160058,"about_ca_topic_score_gemma":0.00532005,"teacher_disagreement_score":0.014797866,"about_ca_system_score_codex":0.0062231855,"about_ca_system_score_gemma":0.0060256347,"threshold_uncertainty_score":0.049503803},"labels":[],"label_agreement":null},{"id":"W2039177262","doi":"10.4018/jitsa.2010100203","title":"Testable Theory Development for Small-N Studies","year":2010,"lang":"en","type":"article","venue":"International Journal of Information Technologies and Systems Approach","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"International Development Research Centre","funders":"","keywords":"Epistemology; Development theory; Causality (physics); Development (topology); Computer science; Generalization; Relation (database); Philosophy of science; Focus (optics); Process (computing); Critical realism (philosophy of perception); Management science; Realism; Mathematics; Philosophy; Data mining","score_opus":0.08398800917451803,"score_gpt":0.3797907596120323,"score_spread":0.29580275043751425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2039177262","genre_codex":"methods","genre_gemma":"methods","domain_codex":"methods","domain_gemma":"methods","model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":"methods","domain_consensus":"methods","prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008032284,0.0009017815,0.96473545,0.0047239563,0.0006861216,0.011919556,0.00027822092,0.00035531283,0.008367394],"genre_scores_gemma":[0.06993226,0.0003161142,0.89287245,0.00094496115,0.00015511009,0.035275903,0.00012747463,0.00008402794,0.00029166744],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.3600805,0.5772053,0.017820464,0.018980557,0.024487652,0.0014255956],"domain_scores_gemma":[0.08606866,0.829875,0.0134421345,0.052662496,0.016779857,0.001171916],"candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.5190753,0.0027089342,0.0048188954,0.009043488,0.006681107,0.011178032,0.009454264,0.0058489316,0.014555291],"category_scores_gemma":[0.74104005,0.002589824,0.004426831,0.0063374112,0.022468457,0.017519485,0.012690602,0.009046989,0.0017977136],"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":[0.001057998,0.0009396722,0.007003008,0.011351388,0.0020576008,0.0010075626,0.015682707,0.010504628,0.0014000894,0.74427444,0.008491287,0.19622959],"study_design_scores_gemma":[0.0013319838,0.0013718903,0.00202338,0.004518454,0.00058030244,0.00030068448,0.00397362,0.034087867,0.0025765195,0.9219009,0.027206725,0.00012758607],"about_ca_topic_score_codex":0.0013036478,"about_ca_topic_score_gemma":0.0018372176,"teacher_disagreement_score":0.48092473,"about_ca_system_score_codex":0.009869324,"about_ca_system_score_gemma":0.016030893,"threshold_uncertainty_score":0.59306586},"labels":[],"label_agreement":null},{"id":"W2060886922","doi":"10.4018/jitsa.2010100201","title":"Mobile Enterprise Architecture Framework","year":2010,"lang":"en","type":"article","venue":"International Journal of Information Technologies and Systems Approach","topic":"Information Technology Governance and Strategy","field":"Business, Management and Accounting","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":"Government of Ontario","funders":"","keywords":"Enterprise architecture; Enterprise integration; Enterprise life cycle; Enterprise architecture management; Enterprise systems engineering; Enterprise software; Enterprise information system; Mobile business development; Process management; Computer science; Mobile technology; Enterprise modelling; Enterprise planning system; Business architecture; Knowledge management; Mobile computing; Business; Business process; Mobile Web; Architecture; Marketing; Telecommunications; Work in process","score_opus":0.00589900119460506,"score_gpt":0.21288538940646404,"score_spread":0.20698638821185897,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2060886922","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0063203997,0.0017811253,0.79972255,0.006060326,0.0003060543,0.0009044502,0.0013665025,0.004181966,0.17935663],"genre_scores_gemma":[0.13902782,0.0033752434,0.7879808,0.001268397,0.0001521945,0.0016060026,0.0042675007,0.00051301415,0.061808992],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9977373,0.00067463313,0.00024065572,0.00027405698,0.0007250089,0.0003483737],"domain_scores_gemma":[0.99887747,0.0002284855,0.000087316774,0.0001660933,0.00049165194,0.00014897769],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032248744,0.00079886086,0.000464233,0.0025247436,0.002146129,0.0066640433,0.0020514873,0.002851692,0.0074084396],"category_scores_gemma":[0.0029133984,0.0004969645,0.0010899901,0.0022789845,0.0013213293,0.0063038655,0.003431557,0.0020652597,0.003430577],"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":[0.000013974103,0.000029043653,0.00036164548,0.0001056963,0.000014098862,0.00018481712,0.0005321738,0.0040166625,0.00077018305,0.9533717,0.009581103,0.031018933],"study_design_scores_gemma":[0.000016954971,0.000035879777,0.00034697744,0.00027647652,0.000022928416,0.00043308322,0.00048713243,0.02353067,0.0008514616,0.20129801,0.77266544,0.00003487621],"about_ca_topic_score_codex":0.012754317,"about_ca_topic_score_gemma":0.013593322,"teacher_disagreement_score":0.012754317,"about_ca_system_score_codex":0.0034777087,"about_ca_system_score_gemma":0.0068504084,"threshold_uncertainty_score":0.025360167},"labels":[],"label_agreement":null},{"id":"W2160368830","doi":"10.4018/ijitsa.2014010101","title":"An Innovative Approach to the Development of an International Software Process Lifecycle Standard for Very Small Entities","year":2014,"lang":"en","type":"article","venue":"International Journal of Information Technologies and Systems Approach","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":46,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"Science Foundation Ireland","keywords":"Software development process; Software development; Engineering management; International standard; Process (computing); Software engineering; Quality (philosophy); Software; Process management; Software Engineering Process Group; Computer science; Personal software process; Engineering; Systems engineering; Software construction","score_opus":0.02141623055933994,"score_gpt":0.2738994159810978,"score_spread":0.25248318542175785,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2160368830","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006189255,0.00037266477,0.95418805,0.003042833,0.00037601913,0.0026991991,0.00008811676,0.00048364766,0.032560162],"genre_scores_gemma":[0.027792798,0.00048148996,0.9625953,0.0004767321,0.000056899476,0.0014682107,0.00020310192,0.00013626284,0.006789161],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.96781677,0.01233282,0.00405374,0.0026469335,0.012170361,0.0009794019],"domain_scores_gemma":[0.96587145,0.007739309,0.0027739394,0.0064717154,0.0160682,0.0010753376],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.027702317,0.0009522648,0.0005054628,0.007158676,0.0029690021,0.007922669,0.0020701194,0.0029683346,0.0019822028],"category_scores_gemma":[0.028479194,0.0009182727,0.0018454846,0.0049454975,0.0051990687,0.008921143,0.006131853,0.0060789627,0.0014200304],"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":[0.00005276253,0.00048572943,0.002760711,0.00082846807,0.000052908807,0.00047631597,0.018086366,0.0033925523,0.016711153,0.5989782,0.009063357,0.3491114],"study_design_scores_gemma":[0.000110226916,0.0010304113,0.0049531893,0.0022860894,0.00016594856,0.0016696494,0.011012112,0.0125872465,0.024986226,0.15731074,0.78361136,0.0002768732],"about_ca_topic_score_codex":0.0041455072,"about_ca_topic_score_gemma":0.0080311475,"teacher_disagreement_score":0.027702317,"about_ca_system_score_codex":0.0063520367,"about_ca_system_score_gemma":0.03774293,"threshold_uncertainty_score":0.1465056},"labels":[],"label_agreement":null},{"id":"W2537619488","doi":"10.4018/ijitsa.2017010101","title":"The Evolution of the ISO/IEC 29110 Set of Standards and Guides","year":2016,"lang":"en","type":"article","venue":"International Journal of Information Technologies and Systems Approach","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":41,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Engineering management; Quality of analytical results; Software development process; Software development; Quality (philosophy); Process (computing); Software; Engineering; Information security management system; Computer science; Software engineering; Systems engineering; Quality management system; Quality management; Operations management; Management system","score_opus":0.011119339213638578,"score_gpt":0.24752533783315966,"score_spread":0.23640599861952108,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2537619488","genre_codex":"methods","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":[0.026801556,0.014824497,0.62285864,0.02888567,0.011521385,0.005716282,0.0047033634,0.005177098,0.27951148],"genre_scores_gemma":[0.051790677,0.016932705,0.8564929,0.005297356,0.0012274185,0.0042960015,0.014285413,0.0015203619,0.048157122],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.93616074,0.012100673,0.007563578,0.0022258167,0.040653273,0.001295831],"domain_scores_gemma":[0.922851,0.009468372,0.004420271,0.006178357,0.055340078,0.001741854],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.030680297,0.0016921794,0.0013371654,0.011316127,0.0018804658,0.007071673,0.004633631,0.004734832,0.002513611],"category_scores_gemma":[0.053658504,0.0011744725,0.0014732511,0.012681489,0.0037709256,0.005484115,0.002890136,0.008250233,0.0036443088],"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":[0.00019337992,0.00095588464,0.0031501777,0.0023722083,0.00006618609,0.00043191237,0.0026371432,0.008199959,0.0133295,0.3033618,0.14757924,0.5177226],"study_design_scores_gemma":[0.0000339344,0.00023749194,0.00369404,0.0015678012,0.000040746647,0.00052328064,0.0008851503,0.0034081028,0.003944011,0.02286817,0.9626965,0.0001006675],"about_ca_topic_score_codex":0.020292396,"about_ca_topic_score_gemma":0.012324329,"teacher_disagreement_score":0.030680297,"about_ca_system_score_codex":0.006011691,"about_ca_system_score_gemma":0.039566513,"threshold_uncertainty_score":0.16225487},"labels":[],"label_agreement":null},{"id":"W2981415295","doi":"10.4018/ijitsa.2020010102","title":"Risk Management via Digital Dashboards in Statistics Data Centers","year":2019,"lang":"en","type":"article","venue":"International Journal of Information Technologies and Systems Approach","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","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":"Toronto Metropolitan University; Concordia University","funders":"","keywords":"Dashboard; Computer science; Risk management; Risk analysis (engineering); Data science; Data center; Business; Finance","score_opus":0.03342690691300633,"score_gpt":0.261918085484708,"score_spread":0.2284911785717017,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2981415295","genre_codex":"methods","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":[0.1590545,0.0019544018,0.6904057,0.006888659,0.001266607,0.0015646267,0.0070188874,0.09172309,0.04012355],"genre_scores_gemma":[0.6052405,0.0015964858,0.37206185,0.000899161,0.00045192006,0.00084797345,0.0060376516,0.0021744317,0.010689952],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.98991954,0.0038993796,0.0012583733,0.0015604623,0.002921874,0.00044039526],"domain_scores_gemma":[0.97102326,0.0128660025,0.0034149892,0.0068065724,0.004067663,0.0018215115],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01116869,0.001578752,0.0010502978,0.004863363,0.0011886645,0.011757719,0.0024253365,0.0015363934,0.0076136473],"category_scores_gemma":[0.026076037,0.0008366502,0.0007814759,0.0047552516,0.0011237449,0.008530463,0.004390635,0.0023226785,0.0023141296],"study_design_candidate":"simulation_or_modeling","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":[0.002212484,0.0017638416,0.03348912,0.0012881155,0.00041302305,0.0017582707,0.010044906,0.053814065,0.01950168,0.046654817,0.069859914,0.75919974],"study_design_scores_gemma":[0.0004889618,0.0015537055,0.034201734,0.0015767062,0.0004312901,0.0011069096,0.008698032,0.42724243,0.060414936,0.107872,0.35557726,0.00083599787],"about_ca_topic_score_codex":0.0025323154,"about_ca_topic_score_gemma":0.0013400516,"teacher_disagreement_score":0.011757719,"about_ca_system_score_codex":0.0013364232,"about_ca_system_score_gemma":0.0012969367,"threshold_uncertainty_score":0.059066355},"labels":[],"label_agreement":null},{"id":"W3015275328","doi":"10.4018/ijitsa.2020070104","title":"An Analytics Architecture for Procurement","year":2020,"lang":"en","type":"article","venue":"International Journal of Information Technologies and Systems Approach","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University; Université du Québec en Outaouais","funders":"","keywords":"Procurement; Computer science; Analytics; Architecture; Knowledge management; Business analytics; Process management; Business model; Risk analysis (engineering); Data science; Business; Electronic business; Marketing","score_opus":0.06780913873350958,"score_gpt":0.2803762459439973,"score_spread":0.21256710721048772,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3015275328","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006231328,0.0006747533,0.96027905,0.004138759,0.00019463393,0.00023511349,0.0003528695,0.006360626,0.021532767],"genre_scores_gemma":[0.23397566,0.0020820992,0.74060255,0.0013635774,0.00027952818,0.00038071736,0.002295076,0.00066901377,0.018351803],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976151,0.0006408774,0.0003038165,0.00046653554,0.00071164203,0.0002620356],"domain_scores_gemma":[0.9979978,0.00046941155,0.00014414814,0.0005460787,0.00058243924,0.00025998955],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0037550353,0.00076439907,0.00060484314,0.002007072,0.0013193055,0.0100563085,0.0021042118,0.0019347767,0.0059836563],"category_scores_gemma":[0.003928678,0.0007296497,0.0011333606,0.0027374483,0.0022013811,0.0102663,0.0051059504,0.0027919116,0.003006586],"study_design_candidate":"simulation_or_modeling","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":[0.00015927662,0.0001883267,0.003455509,0.00037959646,0.00013182814,0.0008144294,0.0022292302,0.03624572,0.0075248824,0.764518,0.021019932,0.16333336],"study_design_scores_gemma":[0.000037286944,0.00011026369,0.0011630333,0.00033370548,0.00009866343,0.00060916797,0.00089372246,0.2615119,0.0070433314,0.49099183,0.2371176,0.00008945637],"about_ca_topic_score_codex":0.005676867,"about_ca_topic_score_gemma":0.0050437483,"teacher_disagreement_score":0.0100563085,"about_ca_system_score_codex":0.002263747,"about_ca_system_score_gemma":0.004047249,"threshold_uncertainty_score":0.020017326},"labels":[],"label_agreement":null},{"id":"W3216129002","doi":"10.4018/ijitsa.290003","title":"Detecting the Causal Structure of Risk in Industrial Systems by Using Dynamic Bayesian Networks","year":2021,"lang":"en","type":"article","venue":"International Journal of Information Technologies and Systems Approach","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University; Université du Québec en Outaouais","funders":"","keywords":"SCADA; Computer science; Bayesian network; Dynamic Bayesian network; Industrial control system; Data mining; Event (particle physics); Interface (matter); Causal structure; Machine learning; Control (management); Risk analysis (engineering); Artificial intelligence; Engineering","score_opus":0.007985384204003323,"score_gpt":0.20858182116196272,"score_spread":0.2005964369579594,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3216129002","genre_codex":"methods","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":[0.03952721,0.00022925608,0.9585168,0.0001739064,0.000008225963,0.000054106888,0.00012416305,0.0002733608,0.0010930336],"genre_scores_gemma":[0.78020746,0.00044601524,0.21797657,0.00007085789,0.0000324702,0.00013085979,0.00031257616,0.000044228505,0.0007789327],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99744725,0.001111576,0.0001271377,0.00058043376,0.0006067448,0.00012690124],"domain_scores_gemma":[0.98525536,0.012179768,0.0013803038,0.00036534265,0.00062096876,0.00019823501],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0034806775,0.0011052012,0.00086707383,0.0035741243,0.00055800856,0.0017031034,0.0010601989,0.0009361388,0.0016040694],"category_scores_gemma":[0.020469032,0.0008779282,0.00087743613,0.0016012609,0.0009055501,0.0031799872,0.0012835781,0.0012480749,0.00016831218],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021012763,0.00012563363,0.02270468,0.0001887681,0.00021896686,0.00030411038,0.00032175123,0.8575506,0.0031099857,0.036652103,0.0005270129,0.07808622],"study_design_scores_gemma":[0.000009855004,0.000027625994,0.0019707547,0.000019989611,0.000029977127,0.000051894123,0.000032594213,0.96829593,0.0006344833,0.028479407,0.00042965304,0.000017741222],"about_ca_topic_score_codex":0.008483807,"about_ca_topic_score_gemma":0.006583288,"teacher_disagreement_score":0.008483807,"about_ca_system_score_codex":0.001392522,"about_ca_system_score_gemma":0.0013089242,"threshold_uncertainty_score":0.018407762},"labels":[],"label_agreement":null}]}