{"id":"W3009720131","doi":"10.1016/j.gaceta.2020.02.001","title":"Gaceta Sanitaria en 2019. Trabajando para mejorar la eficiencia en la publicación científica","year":2020,"lang":"es","type":"article","venue":"Gaceta Sanitaria","topic":"Public Health and Social Inequalities","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Humanities; Philosophy; Art; Physics","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":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.008258866,0.0008833651,0.001442566,0.0003008586,0.001872285,0.002000127,0.002333306,0.001496362,0.003133907],"category_scores_gemma":[0.007095426,0.0009097845,0.0006152799,0.002286812,0.001195231,0.001622949,0.0005128412,0.001853648,0.001778553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004285254,"about_ca_system_score_gemma":0.003635293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004925143,"about_ca_topic_score_gemma":0.0005882061,"domain_scores_codex":[0.9856002,0.006970525,0.001546313,0.001454932,0.00207049,0.0023575],"domain_scores_gemma":[0.9925604,0.003536387,0.0006172456,0.0007703987,0.0004529351,0.002062636],"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":[0.000225766,0.0005993323,0.002150344,0.0002918015,0.0002849442,0.0001059496,0.1727264,0.00001088561,0.000417973,0.703252,0.112885,0.007049668],"study_design_scores_gemma":[0.001903842,0.0003570051,0.01391086,0.00008596342,0.0002180223,0.00001073004,0.03464638,0.0002870046,0.00003535471,0.003012039,0.944428,0.001104768],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3015578,0.003991233,0.0004758211,0.1842583,0.00293684,0.002437578,0.001317794,0.001087737,0.5019369],"genre_scores_gemma":[0.9863259,0.001933966,0.0004716145,0.004589565,0.003521049,0.00009211624,0.0001556694,0.0001179853,0.00279213],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.831543,"threshold_uncertainty_score":0.9997999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04192123236937146,"score_gpt":0.339629230715408,"score_spread":0.2977079983460366,"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."}}