{"id":"W4411400114","doi":"10.24215/26183188e130","title":"“La solución al oligopolio de publicaciones científicas es reinvertir en plataformas nacionales que nos pertenezcan colectivamente”","year":2025,"lang":"es","type":"article","venue":"Ciencia, tecnología y política/Ciencia, tecnología y política","topic":"Cultural Insights and Digital Impacts","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Société de Transport de Montréal","funders":"","keywords":"Humanities; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity"],"consensus_categories":["metaepi_narrow","sts","research_integrity"],"category_scores_codex":[0.002312188,0.002269063,0.002220128,0.003103108,0.002731198,0.004701239,0.0077431,0.002189091,0.0002179386],"category_scores_gemma":[0.00694554,0.00184964,0.001178823,0.006881949,0.004769509,0.005164915,0.005413712,0.002727128,0.0007517266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002635662,"about_ca_system_score_gemma":0.005097975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001073256,"about_ca_topic_score_gemma":0.0003762903,"domain_scores_codex":[0.9844462,0.001073716,0.002537252,0.00392538,0.002186751,0.005830717],"domain_scores_gemma":[0.9903885,0.001965515,0.001041418,0.003632453,0.001018409,0.001953671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001469883,0.001852231,0.002255053,0.0002040069,0.0004011979,0.0004712313,0.003152501,0.00007228611,0.04048053,0.9103706,0.0242822,0.0163112],"study_design_scores_gemma":[0.005749597,0.004326462,0.1447397,0.002024761,0.0008463304,0.00374673,0.0071847,0.03020932,0.123673,0.0766337,0.5936991,0.007166594],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.668443,0.004737435,0.0185795,0.1247581,0.002769122,0.003430105,0.0005526329,0.003833961,0.1728962],"genre_scores_gemma":[0.9772728,0.001077034,0.003779007,0.01288389,0.0004099587,0.0002714213,0.0000579687,0.0001147392,0.004133183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8337369,"threshold_uncertainty_score":0.9995736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05649499888380909,"score_gpt":0.3150835086073301,"score_spread":0.258588509723521,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}