{"id":"W4413346843","doi":"10.1590/scielopreprints.13026","title":"De Acceso Abierto a Ciencia Abierta: Lecciones de PKP en América Latina","year":2025,"lang":"en","type":"article","venue":"","topic":"Science, Technology, and Education in Latin America","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001178547,0.0001098902,0.0001499996,0.0002484186,0.0009757229,0.0001538869,0.000873176,0.0001783931,0.0005550764],"category_scores_gemma":[0.002064371,0.00009984643,0.00006482067,0.002058718,0.0008501289,0.000232573,0.00009366696,0.0001734182,0.00008158778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003652638,"about_ca_system_score_gemma":0.001313036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005891894,"about_ca_topic_score_gemma":0.001167506,"domain_scores_codex":[0.9983879,0.0001680304,0.0002160258,0.0003178624,0.0002699672,0.0006401561],"domain_scores_gemma":[0.9989066,0.0004856158,0.00007707835,0.000268739,0.0001110723,0.0001509575],"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":[0.00001009239,0.0002283704,0.1411259,0.00001457446,0.00002664981,0.000002946951,0.04788734,0.00005916612,0.001688013,0.4388635,0.1196724,0.2504211],"study_design_scores_gemma":[0.000178489,0.00004401727,0.1408671,0.00002608279,0.00002233765,0.000003128781,0.06619644,0.0006168202,0.001050648,0.04844344,0.7422385,0.0003129461],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08015084,0.00005296439,0.009218853,0.03117605,0.0006197162,0.0002059143,9.25952e-7,0.0004553069,0.8781194],"genre_scores_gemma":[0.9616845,0.0004203997,0.01166279,0.002832434,0.0001659838,0.00006894766,6.95543e-7,0.000005713073,0.02315855],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8815336,"threshold_uncertainty_score":0.890682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01206443837806185,"score_gpt":0.380046165339028,"score_spread":0.3679817269609661,"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."}}