{"id":"W2347198336","doi":"10.5281/zenodo.50971","title":"corset_pipeline: First complete release","year":2016,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Biomedical Text Mining and Ontologies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Pipeline (software); Computer science; Programming language","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003147665,0.005388814,0.002663744,0.003624433,0.001888561,0.003685924,0.003737408,0.00174829,0.1557035],"category_scores_gemma":[0.01060397,0.003158168,0.003739946,0.002860284,0.0006949519,0.003477358,0.004396062,0.003598465,0.1677123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00125971,"about_ca_system_score_gemma":0.00330121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006845486,"about_ca_topic_score_gemma":0.007559767,"domain_scores_codex":[0.9978316,0.0002681155,0.0002257399,0.0009235726,0.0005240491,0.0002268289],"domain_scores_gemma":[0.9970878,0.0009970044,0.000192148,0.0007617088,0.0007735115,0.000187797],"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":[0.0004459646,0.00004089625,0.0009287974,0.001263126,0.0002031409,0.00007678292,0.0001540113,0.000474048,0.004930215,0.001359247,0.9719982,0.01812551],"study_design_scores_gemma":[0.0004176247,0.00006678791,0.002751226,0.0002946009,0.0001799472,0.0002306611,0.00006216484,0.004790478,0.01723893,0.008210159,0.965524,0.0002334586],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.00110503,0.0004394566,0.05305688,0.0002647167,0.0004209608,0.0003268222,0.398817,0.5373433,0.008225793],"genre_scores_gemma":[0.005568267,0.0002534551,0.05474291,0.0006655219,0.0001516301,0.001382248,0.7388159,0.1900312,0.008388879],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1557035,"threshold_uncertainty_score":0.52088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03560564919271993,"score_gpt":0.2487150205767525,"score_spread":0.2131093713840326,"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."}}