{"meta":{"query_hash":"309e7ad6956d","filters":{"venue":"Signo y Pensamiento"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/309e7ad6956d","api":"https://metacan.xera.ac/api/v1/cohort?venue=Signo+y+Pensamiento"},"results":[{"id":"W1517029332","doi":"","title":"Relationship between Communication and Development in Colombia","year":2010,"lang":"en","type":"article","venue":"Signo y Pensamiento","topic":"Media and Digital Communication","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Development (topology); Mathematics","score_opus":0.059295608213164555,"score_gpt":0.28605990337070636,"score_spread":0.22676429515754182,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1517029332","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":[0.98490936,0.00007139766,0.0067821164,0.00082191965,0.00006788956,0.000178828,5.181252e-7,0.00006386427,0.007104115],"genre_scores_gemma":[0.9655264,0.0000030780413,0.034203872,0.000064689215,0.0000075641733,0.000025342299,0.000022901391,0.0000039338906,0.00014219045],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.999268,0.000078318444,0.00020964646,0.00016653514,0.00014527238,0.00013225107],"domain_scores_gemma":[0.998583,0.00055535,0.00006213891,0.0006787413,0.000043753047,0.00007700284],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004973613,0.00007008302,0.00008476501,0.00011355711,0.00013051488,0.00013306808,0.0006333749,0.00006314614,0.0000062855247],"category_scores_gemma":[0.00023766128,0.00007275039,0.000009009017,0.00022822648,0.000050367795,0.00049226015,0.00033700815,0.00023476433,0.000059968843],"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":[0.0000015124216,0.00003398661,0.9375922,0.000006312831,0.000001381101,5.6576425e-7,0.0020174906,9.962432e-7,0.0003234165,0.0460885,0.0002635464,0.013670098],"study_design_scores_gemma":[0.00022883614,0.000013862108,0.9816417,0.000009781939,9.606604e-7,0.0000014036121,0.000033652515,0.0002290181,0.0004901202,0.0056567616,0.011588653,0.00010523436],"about_ca_topic_score_codex":0.00004230817,"about_ca_topic_score_gemma":0.0005249724,"teacher_disagreement_score":0.044049524,"about_ca_system_score_codex":0.00002606482,"about_ca_system_score_gemma":0.000065820765,"threshold_uncertainty_score":0.2966675},"labels":[],"label_agreement":null},{"id":"W1932220704","doi":"","title":"Cybernetics and Information Society: the Return of an Eternal Dream","year":2007,"lang":"en","type":"article","venue":"Signo y Pensamiento","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Cybernetics; Dream; Epistemology; Sociology; Cognitive science; Philosophy; Environmental ethics; Psychology","score_opus":0.007254726729927986,"score_gpt":0.25773791909293464,"score_spread":0.25048319236300665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1932220704","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":[0.9887271,0.00001311153,0.005328731,0.00009893509,0.000097039105,0.000104354556,0.000022049924,0.000007352119,0.0056013446],"genre_scores_gemma":[0.99921966,0.000005708033,0.00040739466,0.00014671654,0.00009974394,0.0000017436049,0.000022129754,0.0000038971484,0.00009302791],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9994724,0.00001283286,0.00018060798,0.000063868,0.00014088633,0.00012945471],"domain_scores_gemma":[0.9996028,0.000042388107,0.000109475375,0.000117917654,0.00007868648,0.00004871544],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002930902,0.00006423755,0.000073736264,0.0000145432095,0.000097535565,0.000050295923,0.00010303032,0.000029271225,0.000035129615],"category_scores_gemma":[0.000003258698,0.000049158283,0.000049469396,0.000073341085,0.000075400196,0.00030865235,0.00003837591,0.00008731167,0.000003902063],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006113645,0.00022244368,0.24915402,0.000047989168,0.0001639112,7.4631413e-7,0.03266195,0.00030054396,0.004499207,0.55458164,0.0010325441,0.15727389],"study_design_scores_gemma":[0.0031425597,0.0008271822,0.7378357,0.00012841992,0.0001306096,0.0000056233694,0.036676247,0.057807103,0.010862128,0.076483674,0.07489134,0.0012094054],"about_ca_topic_score_codex":0.0004283749,"about_ca_topic_score_gemma":0.0000137143725,"teacher_disagreement_score":0.48868167,"about_ca_system_score_codex":0.000009226403,"about_ca_system_score_gemma":0.00001862305,"threshold_uncertainty_score":0.20046166},"labels":[],"label_agreement":null},{"id":"W3202582598","doi":"","title":"La cultura en la era del ciberespacio","year":2009,"lang":"es","type":"article","venue":"Signo y Pensamiento","topic":"Media and Digital Communication","field":"Computer Science","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":"Cyberculture; Cyberspace; Humanism; The Internet; Sociology; Media studies; Humanities; Digital culture; Art history; Political science; Social science; Art; Law; World Wide Web","score_opus":0.01951421377323319,"score_gpt":0.2819715715572889,"score_spread":0.2624573577840557,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3202582598","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":[0.33958024,0.0022943206,0.024082448,0.01268167,0.0007522466,0.0007298342,0.000026291085,0.0005113528,0.6193416],"genre_scores_gemma":[0.99197733,0.00033076448,0.003774875,0.0010779992,0.00014540614,0.000011641824,0.000026489148,0.000014885766,0.002640587],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9973836,0.00068622764,0.00037525946,0.0005392971,0.0005539142,0.00046168562],"domain_scores_gemma":[0.997278,0.00077858067,0.00016387782,0.0013335024,0.00016964509,0.0002764355],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00071461406,0.00031157766,0.0002859489,0.00015924762,0.0001884504,0.0012656641,0.0016987333,0.0002530926,0.000056355366],"category_scores_gemma":[0.00030576275,0.00028079894,0.00015497055,0.00054869556,0.00012313612,0.0009944021,0.00039364936,0.00048894587,0.0007750916],"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":[0.00006572055,0.0008223962,0.0020977953,0.00006899378,0.00005373498,0.00016039111,0.012778431,0.000093135444,0.008216014,0.6153138,0.023451444,0.3368781],"study_design_scores_gemma":[0.002165047,0.0009361605,0.1579224,0.000609665,0.000090574504,0.00025902336,0.0008181624,0.013728263,0.004011903,0.03211437,0.7855979,0.0017465132],"about_ca_topic_score_codex":0.00005798008,"about_ca_topic_score_gemma":0.000009510535,"teacher_disagreement_score":0.7621465,"about_ca_system_score_codex":0.00009765679,"about_ca_system_score_gemma":0.00016360004,"threshold_uncertainty_score":0.9999644},"labels":[],"label_agreement":null},{"id":"W7160661978","doi":"10.11144/javeriana.syp44.iacl","title":"Inteligencia artificial + comunicación, lenguajes e información","year":2025,"lang":"","type":"article","venue":"Signo y Pensamiento","topic":"Scientific Research and Technology","field":"Computer Science","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 du Québec à Montréal","funders":"","keywords":"Data collection; The Symbolic; Emerging technologies; Chatbot","score_opus":0.0333816788908726,"score_gpt":0.3300903639511149,"score_spread":0.2967086850602423,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7160661978","genre_codex":"methods","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":[0.16458671,0.0061975075,0.60962796,0.027265914,0.022020504,0.0033725698,0.00009296875,0.0015790203,0.16525687],"genre_scores_gemma":[0.9801484,0.00061224785,0.0026168812,0.0010438106,0.00015699741,0.00008382519,0.000019506328,0.000022473774,0.015295897],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99300706,0.00037763582,0.0014583041,0.0016283807,0.0014107026,0.0021178864],"domain_scores_gemma":[0.9944096,0.00046883695,0.0003098197,0.0034027197,0.0009239826,0.00048500526],"candidate_categories":["metaepi_narrow","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0025888612,0.00062085286,0.00072834454,0.0020918683,0.0011575121,0.0016750498,0.0064427825,0.0005531387,0.0009535203],"category_scores_gemma":[0.0014992206,0.00062400196,0.00040394702,0.005992425,0.0014615743,0.0013055853,0.004253637,0.0012093674,0.0030959253],"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":[0.0000832348,0.00037909832,0.0004361164,0.0000887689,0.00012654463,0.0000872011,0.001206839,0.000050943425,0.0050353273,0.47194517,0.033470698,0.48709005],"study_design_scores_gemma":[0.0015897074,0.0010106519,0.0027658595,0.00053306343,0.000079245394,0.000055395307,0.002699172,0.16443248,0.114092745,0.12226288,0.5887464,0.0017323402],"about_ca_topic_score_codex":0.00032703453,"about_ca_topic_score_gemma":0.0005406798,"teacher_disagreement_score":0.81556165,"about_ca_system_score_codex":0.00037712735,"about_ca_system_score_gemma":0.0014859175,"threshold_uncertainty_score":0.99995977},"labels":[],"label_agreement":null}]}