{"id":"W6663594","doi":"","title":"BIEMH2010: ¿resultados satisfactorios?","year":2010,"lang":"en","type":"article","venue":"Automática e instrumentación","topic":"Health and Medical Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007311699,0.0001910965,0.0002538513,0.0001260468,0.0007555573,0.00001450764,0.0002494169,0.0004044829,0.01102198],"category_scores_gemma":[0.001498321,0.0001620112,0.00005775488,0.0002818122,0.0001277619,0.0002114324,0.00008754122,0.001830072,0.004681852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001404747,"about_ca_system_score_gemma":0.001410624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001113743,"about_ca_topic_score_gemma":0.0005018046,"domain_scores_codex":[0.997456,0.0001820894,0.0006890881,0.0003470744,0.0004122243,0.000913483],"domain_scores_gemma":[0.9978007,0.000496397,0.0001868115,0.0005354717,0.000123188,0.0008574339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009229656,0.0003199391,0.424824,0.000403173,0.00004776886,0.00001070607,0.00798618,1.505325e-7,0.01683379,0.0554009,0.1256563,0.3684247],"study_design_scores_gemma":[0.001218214,0.00007478637,0.2986327,0.00007658478,0.0000179881,0.00000484008,0.001080056,0.000106938,0.0003714451,0.001172298,0.6970332,0.0002110517],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.933744,0.00001409539,0.0000876639,0.01307547,0.0108183,0.000843917,0.00003192504,0.0003365354,0.04104811],"genre_scores_gemma":[0.9854982,0.00002940446,0.002275258,0.008300866,0.00132808,0.0002308099,0.00005828647,0.00003269094,0.002246353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5713768,"threshold_uncertainty_score":0.9960931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02511116608132721,"score_gpt":0.4567428667143552,"score_spread":0.431631700633028,"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."}}