{"meta":{"query_hash":"8900dfd92159","filters":{"venue":"Journal of Telecommunications and the Digital Economy"},"cohort_total":15,"direct_labels_cover":0,"predictions_cover":15,"exported":15,"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/8900dfd92159","api":"https://metacan.xera.ac/api/v1/cohort?venue=Journal+of+Telecommunications+and+the+Digital+Economy"},"results":[{"id":"W1597636839","doi":"10.18080/jtde.v2n1.321","title":"Building a Digital Society","year":2014,"lang":"en","type":"article","venue":"Journal of Telecommunications and the Digital Economy","topic":"Economic and Technological Innovation","field":"Economics, Econometrics and Finance","cited_by":5,"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","funders":"","keywords":"Architectural engineering; Computer science; Political science; Engineering","score_opus":0.021112910432339965,"score_gpt":0.2112467153003725,"score_spread":0.19013380486803255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1597636839","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.026139587,0.0058217496,0.057562593,0.07766183,0.0021541421,0.00018050519,0.00021192335,0.0006105428,0.82965714],"genre_scores_gemma":[0.7824677,0.012781244,0.066670224,0.020171499,0.0020151967,0.00042908758,0.00053892675,0.0004259084,0.11450022],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99577576,0.0019409175,0.0001498606,0.00079284527,0.0008411345,0.0004995501],"domain_scores_gemma":[0.9950584,0.0013828013,0.00027795092,0.0014333978,0.00063443644,0.0012131074],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005449722,0.00077503675,0.00063395506,0.0023867085,0.008515843,0.0150693655,0.0014322597,0.0035443369,0.025513668],"category_scores_gemma":[0.0068425494,0.00035999602,0.00077929656,0.0015739421,0.01958481,0.02297934,0.019294817,0.0043150424,0.0061037345],"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":[0.000006273862,0.000027363983,0.00043928274,0.000069569716,0.000010612054,0.0000982356,0.0054724733,0.00028702177,0.0003128627,0.9561706,0.011734421,0.025371287],"study_design_scores_gemma":[0.000005213145,0.000029497995,0.00037839173,0.00020474517,0.000009579328,0.00013233317,0.0050783865,0.00023293291,0.00019986057,0.29308763,0.70062464,0.000016848602],"about_ca_topic_score_codex":0.0024680344,"about_ca_topic_score_gemma":0.0022048852,"teacher_disagreement_score":0.025513668,"about_ca_system_score_codex":0.003419573,"about_ca_system_score_gemma":0.006037939,"threshold_uncertainty_score":0.085351765},"labels":[],"label_agreement":null},{"id":"W1986058442","doi":"10.7790/ajtde.v2n1.27","title":"Building a digital society: Questions for communication researchers","year":2014,"lang":"en","type":"article","venue":"Journal of Telecommunications and the Digital Economy","topic":"Social Media and Politics","field":"Social Sciences","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":"Toronto Metropolitan University","funders":"University of Canberra","keywords":"Variety (cybernetics); Digital society; Value (mathematics); Engineering ethics; Sociology; Data science; Public relations; Computer science; Political science; Internet privacy; Engineering","score_opus":0.046732140023838596,"score_gpt":0.35840927378022003,"score_spread":0.31167713375638145,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1986058442","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006665259,0.014426654,0.0038496708,0.9328199,0.0014049532,0.00002378621,0.00003677807,0.000042958734,0.040730022],"genre_scores_gemma":[0.71370846,0.06592033,0.011167237,0.17666216,0.014519712,0.00042540015,0.00010831975,0.00021158683,0.017276794],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.98281443,0.012935715,0.00033208882,0.00085448334,0.0015545664,0.0015088037],"domain_scores_gemma":[0.9425775,0.04629952,0.0014578215,0.0019488244,0.0030094045,0.004706879],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.022478512,0.00072976167,0.001125825,0.0035530934,0.018115753,0.028215783,0.0030644306,0.02106141,0.011001304],"category_scores_gemma":[0.035625074,0.00054498285,0.0006298189,0.0047082473,0.06753258,0.061902042,0.015458443,0.015112641,0.0021995688],"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":[0.0000134096135,0.000041877378,0.00040578246,0.00014577316,0.000004183225,0.00009864211,0.023435164,0.00015982513,0.000055790755,0.943241,0.020296818,0.012101857],"study_design_scores_gemma":[0.000016553691,0.000025737781,0.00023254954,0.00038952945,0.0000044471767,0.00018891616,0.100664474,0.00027385852,0.00007307349,0.7553626,0.14273626,0.000031933523],"about_ca_topic_score_codex":0.004662566,"about_ca_topic_score_gemma":0.0027334564,"teacher_disagreement_score":0.028215783,"about_ca_system_score_codex":0.0073328232,"about_ca_system_score_gemma":0.009807279,"threshold_uncertainty_score":0.11887914},"labels":[],"label_agreement":null},{"id":"W2592091530","doi":"10.18080/ajtde.v5n1.87","title":"30 Years After Launch","year":2017,"lang":"en","type":"article","venue":"Journal of Telecommunications and the Digital Economy","topic":"ICT Impact and Policies","field":"Engineering","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":"Telecommunications; Service (business); Mobile service; Competition (biology); Mobile telephony; Enhanced Telecom Operations Map; Telecommunications service; Business; Engineering; Service provider; Marketing; Mobile radio","score_opus":0.009091631345678567,"score_gpt":0.22683131438593523,"score_spread":0.21773968304025668,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2592091530","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":[0.0040532155,0.013449788,0.002437826,0.09853734,0.13095264,0.00029780623,0.0037315385,0.001637861,0.7449021],"genre_scores_gemma":[0.00953594,0.00386695,0.0005933611,0.018894034,0.005144946,0.000115149465,0.001444676,0.0005420781,0.9598628],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9962966,0.0004042546,0.00014868943,0.0005112679,0.0015828362,0.0010564218],"domain_scores_gemma":[0.99210197,0.000299396,0.0002360883,0.00053010206,0.0026146143,0.0042178445],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003381155,0.0013315673,0.0007104229,0.001556213,0.0058677797,0.01069177,0.0016987734,0.0043699397,0.35805604],"category_scores_gemma":[0.009786884,0.00042064197,0.00078685273,0.0013006303,0.0017854952,0.008158864,0.009891341,0.006956779,0.29357234],"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":[0.000028724186,0.000039474824,0.00037478324,0.00010288312,0.0000043587456,0.00023641363,0.00031241024,0.000026302196,0.0001714309,0.014645705,0.93075085,0.053306606],"study_design_scores_gemma":[0.0000017396508,0.000014925452,0.00022871532,0.00003768335,8.3004585e-7,0.000067319816,0.000116858704,0.000005847773,0.00002993142,0.0006366377,0.9988557,0.0000038254016],"about_ca_topic_score_codex":0.004848142,"about_ca_topic_score_gemma":0.008651156,"teacher_disagreement_score":0.35805604,"about_ca_system_score_codex":0.003048938,"about_ca_system_score_gemma":0.0087054325,"threshold_uncertainty_score":0.91565514},"labels":[],"label_agreement":null},{"id":"W2791318515","doi":"10.18080/ajtde.v5n4.136","title":"Telecommunications is an Essential Service","year":2017,"lang":"en","type":"article","venue":"Journal of Telecommunications and the Digital Economy","topic":"ICT Impact and Policies","field":"Engineering","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":"Telecommunications; Telecommunications service; Universal service; Government (linguistics); Disadvantaged; Service (business); Commission; Acknowledgement; Business; Engineering; Marketing; Computer science; Economics; Computer security; Economic growth; Finance","score_opus":0.017883316218125275,"score_gpt":0.26102791648188844,"score_spread":0.24314460026376317,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2791318515","genre_codex":"other","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006699032,0.025959702,0.0021615236,0.16868204,0.010488343,0.000042032905,0.00028578285,0.00025061838,0.78543097],"genre_scores_gemma":[0.20908545,0.055901803,0.0037071188,0.055860087,0.0064389384,0.00005093838,0.00043740598,0.00029684635,0.6682214],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9944095,0.0006600845,0.00022033697,0.00028797303,0.0036509032,0.00077118067],"domain_scores_gemma":[0.99554294,0.00075787766,0.00030560387,0.00041634604,0.0017435525,0.0012337455],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020282732,0.0003697015,0.0004861965,0.0011373931,0.0053415713,0.009157955,0.00059607875,0.0022620684,0.024713797],"category_scores_gemma":[0.005145588,0.00028955645,0.00029495262,0.00188767,0.006802398,0.0061605168,0.0038243819,0.0043999664,0.008556992],"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":[0.000016134436,0.000036245678,0.00057933055,0.0004267196,0.000010967152,0.00015797708,0.002956188,0.000118499825,0.0006979262,0.4294916,0.45700663,0.10850182],"study_design_scores_gemma":[8.993854e-7,0.000008662864,0.00073441525,0.00017978132,0.0000025083987,0.00006820593,0.00063184404,0.00004256743,0.00010019085,0.008984927,0.98924035,0.000005523935],"about_ca_topic_score_codex":0.04729908,"about_ca_topic_score_gemma":0.06371267,"teacher_disagreement_score":0.04729908,"about_ca_system_score_codex":0.008407812,"about_ca_system_score_gemma":0.021225344,"threshold_uncertainty_score":0.09404755},"labels":[],"label_agreement":null},{"id":"W2794013638","doi":"10.18080/ajtde.v5n4.129","title":"An Introduction to Telecommunications Policy in Canada","year":2017,"lang":"en","type":"article","venue":"Journal of Telecommunications and the Digital Economy","topic":"ICT Impact and Policies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Telecommunications; Telecommunications service; Legislature; Enhanced Telecom Operations Map; Network engineering; Telecom infrastructure sharing; Business; Service provider; Marketing; Engineering; Service (business); Political science; Law","score_opus":0.008675271194351722,"score_gpt":0.24314123504279248,"score_spread":0.23446596384844076,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2794013638","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0044798115,0.09595397,0.0028939482,0.1308233,0.008546654,0.00020464488,0.0040289015,0.0003284437,0.7527404],"genre_scores_gemma":[0.13207202,0.20314232,0.009163159,0.04819302,0.0037233026,0.00028007847,0.002766794,0.00041097088,0.6002483],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9950113,0.0003095237,0.00018266808,0.00031673966,0.0027832224,0.0013965416],"domain_scores_gemma":[0.99666154,0.00054269325,0.00009068017,0.000066170214,0.002011963,0.00062701927],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015770325,0.00081412145,0.0005445285,0.0047584483,0.01716821,0.010710756,0.0016054034,0.0044241296,0.026102517],"category_scores_gemma":[0.0047446797,0.0005667353,0.0006563053,0.010685619,0.0047808024,0.0030831571,0.0019840724,0.0051956596,0.0031516084],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016654916,0.0000424685,0.0010097751,0.0003541113,0.000007714597,0.00031301513,0.0024050432,0.0011900333,0.00023410885,0.44415173,0.490081,0.06019437],"study_design_scores_gemma":[0.0000024798944,0.0000034167824,0.0009885384,0.00029697415,0.0000027328363,0.000032969063,0.00064837775,0.00015131387,0.000045449473,0.005253696,0.99254805,0.000025941144],"about_ca_topic_score_codex":0.99276567,"about_ca_topic_score_gemma":0.9941099,"teacher_disagreement_score":0.2243464,"about_ca_system_score_codex":0.2243464,"about_ca_system_score_gemma":0.30544418,"threshold_uncertainty_score":0.89964825},"labels":[],"label_agreement":null},{"id":"W2800022006","doi":"","title":"Telecoms Policy in Canada","year":2017,"lang":"en","type":"article","venue":"Journal of Telecommunications and the Digital Economy","topic":"ICT Impact and Policies","field":"Engineering","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":"Telecommunications; Legislature; Telecommunications service; Project commissioning; Publishing; Telecom infrastructure sharing; Business; Engineering; Political science; Law","score_opus":0.008436836084865661,"score_gpt":0.22240373843912292,"score_spread":0.21396690235425725,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2800022006","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05705764,0.018326791,0.0013153504,0.20336087,0.0016472752,0.00013147313,0.002492186,0.00025355167,0.7154149],"genre_scores_gemma":[0.59713244,0.018341316,0.0025430322,0.062644005,0.0004634725,0.000107642096,0.0012661978,0.00016184084,0.31734002],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9938135,0.00031743545,0.0001515526,0.00043892465,0.0024122861,0.0028662262],"domain_scores_gemma":[0.99350995,0.00076086534,0.00020716398,0.000119767144,0.0034831367,0.0019190229],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019251737,0.00046256764,0.00034716257,0.0025639348,0.01638952,0.009965042,0.001378419,0.0038192424,0.016490735],"category_scores_gemma":[0.00786244,0.00043471815,0.0005055334,0.0047429935,0.0038677226,0.0019868757,0.0022648382,0.0037593083,0.00092090835],"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":true,"study_design_scores_codex":[0.000071050395,0.000053012434,0.005373197,0.0003207323,0.00003086678,0.0006447292,0.0035846636,0.0019591572,0.000694448,0.6938024,0.23362195,0.059843794],"study_design_scores_gemma":[0.00003586112,0.000028011358,0.013098509,0.000575254,0.000038228758,0.00012767065,0.004645729,0.0012039186,0.00044897958,0.012490385,0.96722054,0.000086812266],"about_ca_topic_score_codex":0.99666226,"about_ca_topic_score_gemma":0.9973258,"teacher_disagreement_score":0.749066,"about_ca_system_score_codex":0.25093397,"about_ca_system_score_gemma":0.4358355,"threshold_uncertainty_score":0.8688104},"labels":[],"label_agreement":null},{"id":"W2966341169","doi":"10.18080/jtde.v7n2.187","title":"Measuring Digital Inequality in Australia: the Australian Digital Inclusion Index","year":2019,"lang":"en","type":"article","venue":"Journal of Telecommunications and the Digital Economy","topic":"ICT Impact and Policies","field":"Engineering","cited_by":52,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"","keywords":"Digital divide; Index (typography); Inequality; Inclusion (mineral); Project commissioning; Composite index; Financial inclusion; Publishing; Regional science; Geography; Sociology; Computer science; Social science; Economics; Information and Communications Technology; Political science; World Wide Web; Econometrics; Composite indicator; Mathematics","score_opus":0.028151447818699084,"score_gpt":0.2519908398082761,"score_spread":0.223839391989577,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2966341169","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":[0.9096369,0.0011765048,0.005612967,0.0028188557,0.00014330985,0.00084282114,0.016646016,0.00011695916,0.06300556],"genre_scores_gemma":[0.95925355,0.0012059027,0.011106579,0.00053204177,0.00007539325,0.001300791,0.012475684,0.00004372741,0.014006417],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9974884,0.00050318195,0.00029682927,0.00018045855,0.001319334,0.00021186296],"domain_scores_gemma":[0.9945452,0.000574351,0.0010147871,0.00036158375,0.0027248962,0.0007792743],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022862453,0.00024147554,0.0003387037,0.0061185085,0.0013741043,0.0018423498,0.0007812064,0.00044845603,0.002975502],"category_scores_gemma":[0.011334452,0.0001795475,0.0002906681,0.008361315,0.0006083626,0.0018584154,0.0048592547,0.0011023245,0.00073271384],"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":[0.00014557455,0.00036815845,0.697842,0.0010596863,0.00011705368,0.00033571883,0.023345362,0.0014570546,0.0015326336,0.015253815,0.034204163,0.22433876],"study_design_scores_gemma":[0.0000040763125,0.00007835834,0.94337654,0.00015880968,0.000019804325,0.00008382293,0.0036033886,0.0016514602,0.00033619595,0.0019555565,0.048705596,0.000026263304],"about_ca_topic_score_codex":0.086032845,"about_ca_topic_score_gemma":0.100221105,"teacher_disagreement_score":0.086032845,"about_ca_system_score_codex":0.0028031894,"about_ca_system_score_gemma":0.0033291278,"threshold_uncertainty_score":0.17106414},"labels":[],"label_agreement":null},{"id":"W4243159296","doi":"10.18080/jtde.v5n1.87","title":"30 Years After Launch","year":2017,"lang":"en","type":"article","venue":"Journal of Telecommunications and the Digital Economy","topic":"ICT Impact and Policies","field":"Engineering","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":"Telecommunications; Service (business); Mobile service; Competition (biology); Enhanced Telecom Operations Map; Mobile telephony; Business; Telecommunications service; Engineering; Service provider; Marketing; Mobile radio","score_opus":0.009091631345678567,"score_gpt":0.22683131438593523,"score_spread":0.21773968304025668,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243159296","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0040532155,0.013449788,0.002437826,0.09853734,0.13095264,0.00029780623,0.0037315385,0.001637861,0.7449021],"genre_scores_gemma":[0.00953594,0.00386695,0.0005933611,0.018894034,0.005144946,0.000115149465,0.001444676,0.0005420781,0.9598628],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9962966,0.0004042546,0.00014868943,0.0005112679,0.0015828362,0.0010564218],"domain_scores_gemma":[0.99210197,0.000299396,0.0002360883,0.00053010206,0.0026146143,0.0042178445],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003381155,0.0013315673,0.0007104229,0.001556213,0.0058677797,0.01069177,0.0016987734,0.0043699397,0.35805604],"category_scores_gemma":[0.009786884,0.00042064197,0.00078685273,0.0013006303,0.0017854952,0.008158864,0.009891341,0.006956779,0.29357234],"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":[0.000028724186,0.000039474824,0.00037478324,0.00010288312,0.0000043587456,0.00023641363,0.00031241024,0.000026302196,0.0001714309,0.014645705,0.93075085,0.053306606],"study_design_scores_gemma":[0.0000017396508,0.000014925452,0.00022871532,0.00003768335,8.3004585e-7,0.000067319816,0.000116858704,0.000005847773,0.00002993142,0.0006366377,0.9988557,0.0000038254016],"about_ca_topic_score_codex":0.004848142,"about_ca_topic_score_gemma":0.008651156,"teacher_disagreement_score":0.35805604,"about_ca_system_score_codex":0.003048938,"about_ca_system_score_gemma":0.0087054325,"threshold_uncertainty_score":0.91565514},"labels":[],"label_agreement":null},{"id":"W4254481756","doi":"10.18080/jtde.v5n4.129","title":"An Introduction to Telecommunications Policy in Canada","year":2017,"lang":"en","type":"article","venue":"Journal of Telecommunications and the Digital Economy","topic":"ICT Impact and Policies","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":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Telecommunications; Telecommunications service; Legislature; Enhanced Telecom Operations Map; Key (lock); Digital economy; Information policy; Business; Service provider; Marketing; Computer science; Service (business); Political science; Computer security; Law","score_opus":0.008675271194351722,"score_gpt":0.24314123504279248,"score_spread":0.23446596384844076,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254481756","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0044798115,0.09595397,0.0028939482,0.1308233,0.008546654,0.00020464488,0.0040289015,0.0003284437,0.7527404],"genre_scores_gemma":[0.13207202,0.20314232,0.009163159,0.04819302,0.0037233026,0.00028007847,0.002766794,0.00041097088,0.6002483],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9950113,0.0003095237,0.00018266808,0.00031673966,0.0027832224,0.0013965416],"domain_scores_gemma":[0.99666154,0.00054269325,0.00009068017,0.000066170214,0.002011963,0.00062701927],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015770325,0.00081412145,0.0005445285,0.0047584483,0.01716821,0.010710756,0.0016054034,0.0044241296,0.026102517],"category_scores_gemma":[0.0047446797,0.0005667353,0.0006563053,0.010685619,0.0047808024,0.0030831571,0.0019840724,0.0051956596,0.0031516084],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016654916,0.0000424685,0.0010097751,0.0003541113,0.000007714597,0.00031301513,0.0024050432,0.0011900333,0.00023410885,0.44415173,0.490081,0.06019437],"study_design_scores_gemma":[0.0000024798944,0.0000034167824,0.0009885384,0.00029697415,0.0000027328363,0.000032969063,0.00064837775,0.00015131387,0.000045449473,0.005253696,0.99254805,0.000025941144],"about_ca_topic_score_codex":0.99276567,"about_ca_topic_score_gemma":0.9941099,"teacher_disagreement_score":0.2243464,"about_ca_system_score_codex":0.2243464,"about_ca_system_score_gemma":0.30544418,"threshold_uncertainty_score":0.89964825},"labels":[],"label_agreement":null},{"id":"W4255365912","doi":"10.18080/jtde.v5n4.136","title":"Telecommunications is an Essential Service","year":2017,"lang":"en","type":"article","venue":"Journal of Telecommunications and the Digital Economy","topic":"ICT Impact and Policies","field":"Engineering","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":"Telecommunications; Telecommunications service; Universal service; Government (linguistics); Disadvantaged; Commission; Service (business); Acknowledgement; Business; Engineering; Marketing; Computer security; Computer science; Economics; Economic growth; Finance","score_opus":0.017883316218125275,"score_gpt":0.26102791648188844,"score_spread":0.24314460026376317,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255365912","genre_codex":"other","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006699032,0.025959702,0.0021615236,0.16868204,0.010488343,0.000042032905,0.00028578285,0.00025061838,0.78543097],"genre_scores_gemma":[0.20908545,0.055901803,0.0037071188,0.055860087,0.0064389384,0.00005093838,0.00043740598,0.00029684635,0.6682214],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9944095,0.0006600845,0.00022033697,0.00028797303,0.0036509032,0.00077118067],"domain_scores_gemma":[0.99554294,0.00075787766,0.00030560387,0.00041634604,0.0017435525,0.0012337455],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020282732,0.0003697015,0.0004861965,0.0011373931,0.0053415713,0.009157955,0.00059607875,0.0022620684,0.024713797],"category_scores_gemma":[0.005145588,0.00028955645,0.00029495262,0.00188767,0.006802398,0.0061605168,0.0038243819,0.0043999664,0.008556992],"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":[0.000016134436,0.000036245678,0.00057933055,0.0004267196,0.000010967152,0.00015797708,0.002956188,0.000118499825,0.0006979262,0.4294916,0.45700663,0.10850182],"study_design_scores_gemma":[8.993854e-7,0.000008662864,0.00073441525,0.00017978132,0.0000025083987,0.00006820593,0.00063184404,0.00004256743,0.00010019085,0.008984927,0.98924035,0.000005523935],"about_ca_topic_score_codex":0.04729908,"about_ca_topic_score_gemma":0.06371267,"teacher_disagreement_score":0.04729908,"about_ca_system_score_codex":0.008407812,"about_ca_system_score_gemma":0.021225344,"threshold_uncertainty_score":0.09404755},"labels":[],"label_agreement":null},{"id":"W4281676521","doi":"10.18080/jtde.v10n2.504","title":"Measuring Overall Customer Experience in a Hospitality Collaborative Consumption Context","year":2022,"lang":"en","type":"article","venue":"Journal of Telecommunications and the Digital Economy","topic":"Sharing Economy and Platforms","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":"Université de Sherbrooke","funders":"","keywords":"Hospitality; Context (archaeology); Hospitality industry; Marketing; Business; Popularity; Accommodation; Customer experience; Consumption (sociology); Customer satisfaction; Scale (ratio); Knowledge management; Tourism; Computer science; Psychology; Sociology","score_opus":0.04041652569083704,"score_gpt":0.23847104211473394,"score_spread":0.1980545164238969,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281676521","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":[0.9967579,0.000018861718,0.0003071205,0.000031747226,0.0000016872459,0.000021446407,0.00003878076,0.000004335275,0.0028181432],"genre_scores_gemma":[0.9987998,0.000031127438,0.0005692965,0.0000207432,0.000002391186,0.000022560851,0.000061428545,0.0000017940916,0.00049090583],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9987098,0.00059163035,0.00007019057,0.00008599871,0.00031822032,0.00022408777],"domain_scores_gemma":[0.9971976,0.00091973215,0.0005932124,0.00015490506,0.00066408986,0.00047054188],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014804805,0.00017109892,0.00022400975,0.0009253866,0.00080455036,0.0021117749,0.00032949206,0.00038471233,0.0034771233],"category_scores_gemma":[0.0029790266,0.00009413,0.0001871059,0.0010148151,0.0004869973,0.0011268798,0.0018844294,0.0004603783,0.000351481],"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":[0.000987681,0.0009354182,0.7610785,0.00034733312,0.00012751207,0.0010998106,0.094879925,0.0017788569,0.015101435,0.0029604938,0.002301371,0.11840158],"study_design_scores_gemma":[0.000019877876,0.0015291316,0.776729,0.000105550025,0.000067214314,0.0007100293,0.20583622,0.003797265,0.0036250418,0.000783146,0.006687924,0.00010956725],"about_ca_topic_score_codex":0.0029570113,"about_ca_topic_score_gemma":0.0045563537,"teacher_disagreement_score":0.0034771233,"about_ca_system_score_codex":0.00068049366,"about_ca_system_score_gemma":0.0004969659,"threshold_uncertainty_score":0.011632144},"labels":[],"label_agreement":null},{"id":"W4281716484","doi":"10.18080/jtde.v10n2.590","title":"Guest Editorial","year":2022,"lang":"en","type":"editorial","venue":"Journal of Telecommunications and the Digital Economy","topic":"ICT Impact and Policies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Multidisciplinary approach; Digital economy; Political science; Library science; Engineering; Telecommunications; Engineering ethics; Computer science; Law","score_opus":0.005389352453179289,"score_gpt":0.22103260260643484,"score_spread":0.21564325015325556,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281716484","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00003080404,0.0012980845,0.000059503825,0.017266365,0.97580564,0.000019193905,0.000059096306,0.00005219261,0.005409021],"genre_scores_gemma":[0.0006108164,0.0023832242,0.0000929722,0.0147945015,0.9438969,0.000029298226,0.00007957349,0.00008122678,0.03803155],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99621093,0.0004848908,0.00038098628,0.00060127344,0.0019603462,0.0003616019],"domain_scores_gemma":[0.981105,0.003244514,0.0008674887,0.00074400945,0.010376981,0.003661928],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0037038184,0.002225064,0.0017076709,0.0027169113,0.0027223665,0.0069587096,0.0019491165,0.0075415005,0.08186195],"category_scores_gemma":[0.023449462,0.00064089394,0.0013903137,0.0010206855,0.0011072647,0.003291731,0.0014577382,0.0089549925,0.057633534],"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":[0.000012498103,0.000006420019,0.0000149848565,0.000066301924,0.0000026634473,0.00006293849,0.0000054679895,0.000008586864,0.00003167101,0.00019689364,0.99599177,0.0035998865],"study_design_scores_gemma":[0.00001965248,0.000014219988,0.00011013004,0.00016343467,0.000007843226,0.00016293558,0.000026399315,0.000038461952,0.0000727127,0.0005196765,0.99885726,0.000007164586],"about_ca_topic_score_codex":0.00072881125,"about_ca_topic_score_gemma":0.0018343761,"teacher_disagreement_score":0.918138,"about_ca_system_score_codex":0.0019559965,"about_ca_system_score_gemma":0.002654559,"threshold_uncertainty_score":0.2738555},"labels":[],"label_agreement":null},{"id":"W4313577251","doi":"10.18080/jtde.v10n4.650","title":"Towards an Australian Digital Communications Strategy","year":2022,"lang":"en","type":"article","venue":"Journal of Telecommunications and the Digital Economy","topic":"ICT Impact and Policies","field":"Engineering","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":"Broadband; Telecommunications; Broadband networks; Digital economy; Digital ecosystem; Process (computing); Business; Engineering; Computer science; Knowledge management; World Wide Web","score_opus":0.024859663932002746,"score_gpt":0.2620593865168502,"score_spread":0.23719972258484742,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313577251","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":[0.040811457,0.005896253,0.014759211,0.34218445,0.0032871105,0.00028908122,0.0001932984,0.00025589936,0.5923233],"genre_scores_gemma":[0.33249214,0.008579247,0.0274063,0.10806427,0.00063440524,0.00032345546,0.00022544456,0.000110007575,0.5221647],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9952478,0.0014844958,0.00022813251,0.00041645567,0.001846731,0.00077649835],"domain_scores_gemma":[0.9948378,0.0008094188,0.00023702827,0.00028245442,0.0020294157,0.0018037898],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0063396245,0.00041038392,0.00022385943,0.0017860857,0.0047362093,0.008204504,0.0012240123,0.00496883,0.012240346],"category_scores_gemma":[0.01040359,0.0003073062,0.00033093453,0.0018008727,0.0026504628,0.0074699004,0.0068784696,0.004702671,0.0025411122],"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":[0.000021205995,0.00015694876,0.0018105664,0.00029687452,0.000010215709,0.0005296369,0.012291456,0.0005480355,0.0010475448,0.7535558,0.124539055,0.10519266],"study_design_scores_gemma":[0.000004486208,0.000041162286,0.0017653488,0.0001839811,0.0000051494217,0.00017255708,0.0031098302,0.00072910805,0.00031724788,0.025856456,0.9678017,0.000012984296],"about_ca_topic_score_codex":0.03417448,"about_ca_topic_score_gemma":0.026637364,"teacher_disagreement_score":0.03417448,"about_ca_system_score_codex":0.008810059,"about_ca_system_score_gemma":0.029687483,"threshold_uncertainty_score":0.06795108},"labels":[],"label_agreement":null},{"id":"W4400145361","doi":"10.18080/jtde.v12n2.967","title":"Vale Doug Campbell (1939–2023)","year":2024,"lang":"en","type":"article","venue":"Journal of Telecommunications and the Digital Economy","topic":"Commonwealth, Australian Politics and Federalism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Psychology","score_opus":0.02583038167731505,"score_gpt":0.30827001048933567,"score_spread":0.2824396288120206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400145361","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":[0.0065591256,0.18072477,0.0025871643,0.37219054,0.14498156,0.000086971064,0.00090666814,0.0003710406,0.29159215],"genre_scores_gemma":[0.023438826,0.022910109,0.000756001,0.041080177,0.0038899325,0.000036057805,0.00012475593,0.00013937321,0.9076249],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988298,0.00013834193,0.0000434293,0.0002621096,0.0005028764,0.00022346672],"domain_scores_gemma":[0.997897,0.00015976942,0.00007529403,0.000044040004,0.0007814612,0.001042409],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015073611,0.00052784936,0.0003964153,0.0014035674,0.0051770597,0.0042162365,0.0006774889,0.0021564234,0.045628846],"category_scores_gemma":[0.0047143092,0.00039535217,0.00025979182,0.0008963097,0.002060798,0.0021576807,0.0020845295,0.0038166072,0.019869313],"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":[0.0000147906785,0.000011081635,0.00032065946,0.000056629506,0.0000025486013,0.00011574573,0.00063372793,0.0000290575,0.00011605156,0.011059713,0.9567142,0.030925622],"study_design_scores_gemma":[6.3581524e-7,0.0000035996798,0.00026530176,0.00003808194,5.8185043e-7,0.00007615143,0.00013392844,0.0000078747225,0.000042008993,0.00048140544,0.9989472,0.0000031682923],"about_ca_topic_score_codex":0.055135895,"about_ca_topic_score_gemma":0.111547574,"teacher_disagreement_score":0.055135895,"about_ca_system_score_codex":0.008281308,"about_ca_system_score_gemma":0.008444808,"threshold_uncertainty_score":0.15264368},"labels":[],"label_agreement":null},{"id":"W4409149646","doi":"10.18080/jtde.v13n1.1244","title":"Remembering Keith Barnes and the Saudi Project","year":2025,"lang":"en","type":"article","venue":"Journal of Telecommunications and the Digital Economy","topic":"Socioeconomic Development in MENA","field":"Social Sciences","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":"Tellabs (Canada)","funders":"","keywords":"History; Art","score_opus":0.014105530886915076,"score_gpt":0.2907273080154675,"score_spread":0.2766217771285524,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409149646","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":[0.01824718,0.046311356,0.0010124907,0.8575064,0.03592533,0.000027048121,0.00014416389,0.00009765367,0.04072842],"genre_scores_gemma":[0.3225037,0.04761634,0.0027865963,0.34491023,0.014083861,0.00008377933,0.00015583185,0.00035965766,0.26750004],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9966923,0.001565773,0.00009696749,0.00023447935,0.0008789744,0.0005315359],"domain_scores_gemma":[0.9890077,0.0013004858,0.0004771139,0.0003413884,0.0043142103,0.004559118],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004277997,0.0007961395,0.00044837096,0.0008769935,0.011414965,0.008426824,0.0008465613,0.0032305662,0.00799109],"category_scores_gemma":[0.008964427,0.00028185747,0.00035078503,0.000878296,0.005463942,0.0076235873,0.004329565,0.008600101,0.0031595388],"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":[0.000038661754,0.000049471066,0.0019812929,0.000114300885,0.00002265292,0.0006751773,0.033710804,0.00007603036,0.00027785485,0.019179756,0.90887165,0.03500238],"study_design_scores_gemma":[0.00000470312,0.00002784741,0.0009642232,0.00023473061,0.00000704969,0.00052753027,0.05855302,0.000050204995,0.00021651183,0.0045335223,0.93485063,0.000030122465],"about_ca_topic_score_codex":0.030733712,"about_ca_topic_score_gemma":0.050368927,"teacher_disagreement_score":0.030733712,"about_ca_system_score_codex":0.0038996302,"about_ca_system_score_gemma":0.0071477955,"threshold_uncertainty_score":0.061109602},"labels":[],"label_agreement":null}]}