{"id":"W7029859178","doi":"","title":"Made in Latin America : open access, scholarly journals, and regional innovations","year":2015,"lang":"en","type":"article","venue":"Americanae (AECID Library)","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Latin Americans; Incentive; Relation (database); Exploratory analysis; Scientific literature; Exploratory research; Scientific communication","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.002332381,0.0002266482,0.0005397804,0.001113188,0.0002126217,0.01167838,0.008189023,0.0001281911,0.001081998],"category_scores_gemma":[0.006509303,0.0001798856,0.00004903677,0.008345766,0.0003985247,0.05925491,0.004015754,0.0009528697,0.0001335799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005708856,"about_ca_system_score_gemma":0.0009806688,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02039743,"about_ca_topic_score_gemma":0.00005812211,"domain_scores_codex":[0.9957319,0.0004655691,0.001057669,0.0007658582,0.001531692,0.0004472671],"domain_scores_gemma":[0.9968703,0.0008282805,0.0007818539,0.0006887735,0.0002962383,0.0005345384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002333066,0.00002540172,0.5340746,3.97063e-7,0.000007209995,0.00001188673,0.0002004472,0.00002676104,0.000009578016,0.001551878,0.4104496,0.05361889],"study_design_scores_gemma":[0.0004883987,0.00004432593,0.7234904,0.0000259066,0.000003706713,0.00001151342,0.001371561,0.0003439003,0.00001845108,0.03802221,0.2359497,0.0002299513],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8095416,0.001190715,0.001322041,0.1345881,0.0003347692,0.0004149493,0.00004148378,0.00009311572,0.05247317],"genre_scores_gemma":[0.9512433,0.0003259911,0.01037513,0.02702934,0.0002873628,0.00004988859,0.00003886689,0.00004618762,0.01060393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1894158,"threshold_uncertainty_score":0.9998311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3018256918976789,"score_gpt":0.4575743626091449,"score_spread":0.155748670711466,"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."}}