{"id":"W2901204473","doi":"10.4000/lirico.5309","title":"Let the river run","year":2018,"lang":"es","type":"article","venue":"Cuadernos LIRICO","topic":"Medical Research and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bureau de Coopération Interuniversitaire","funders":"","keywords":"Geography","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":["metaresearch","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002779313,0.0002379266,0.0003125647,0.00007583018,0.001852573,0.00007417017,0.0009386738,0.0003579529,0.03078876],"category_scores_gemma":[0.01114207,0.0001392992,0.0001154339,0.0004855698,0.001424567,0.0002818253,0.0005023723,0.002224467,0.05271424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007420134,"about_ca_system_score_gemma":0.0009760042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006559495,"about_ca_topic_score_gemma":0.00003319121,"domain_scores_codex":[0.9945943,0.002148019,0.0005163254,0.0004193397,0.001147374,0.001174596],"domain_scores_gemma":[0.9925719,0.005080663,0.0003034341,0.0009078017,0.0004417134,0.0006944981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001056271,0.0001251487,0.01006597,0.0008826355,0.0000815591,0.00002736157,0.003708079,1.737819e-8,0.00005175541,0.002243197,0.9437863,0.03892233],"study_design_scores_gemma":[0.0004619643,0.0003176276,0.03463623,0.001641043,0.00007505292,0.000004549831,0.001189801,0.0001064578,0.00006470777,0.0009217571,0.9604105,0.0001702494],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05760887,0.03752132,0.0003696519,0.546889,0.004803216,0.002395049,0.0001151722,0.000172849,0.3501249],"genre_scores_gemma":[0.7094874,0.05223444,0.0002050895,0.1273677,0.01532584,0.0001673377,0.0000333145,0.00008921795,0.09508964],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6518785,"threshold_uncertainty_score":0.9994469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1550810107390627,"score_gpt":0.5002301337621928,"score_spread":0.3451491230231301,"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."}}