{"id":"W6931333262","doi":"10.5281/zenodo.6984409","title":"celmech","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Theoretical Astrophysics","funders":"","keywords":"Code (set theory); Field (mathematics); Work (physics); Action (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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006418879,0.001392475,0.001508458,0.001721779,0.001408791,0.00182143,0.003686532,0.001697382,0.2075657],"category_scores_gemma":[0.002511974,0.001069691,0.001623248,0.001818885,0.0005495916,0.001598812,0.001845993,0.002459326,0.08411161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00146683,"about_ca_system_score_gemma":0.001770057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008509614,"about_ca_topic_score_gemma":0.007679766,"domain_scores_codex":[0.9992526,0.0001526463,0.00004067229,0.0001096834,0.0002904056,0.0001540178],"domain_scores_gemma":[0.9989274,0.0002686404,0.00004157775,0.000295525,0.0003731506,0.00009363456],"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":[0.0007118544,0.0002778572,0.0017267,0.0008393321,0.0002844249,0.0003500796,0.000246961,0.06171631,0.005620896,0.1505106,0.6320468,0.1456683],"study_design_scores_gemma":[0.0006787269,0.00005779421,0.0009260196,0.0001559969,0.00009604946,0.0001809268,0.00004530816,0.2268662,0.01444097,0.05382212,0.7026131,0.0001168465],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01583911,0.001107923,0.2918953,0.0006956271,0.001762463,0.0004671188,0.06753473,0.2102945,0.4104032],"genre_scores_gemma":[0.1510019,0.000814919,0.3660769,0.001659274,0.0006170094,0.001917458,0.1176613,0.1454544,0.2147968],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2075657,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08899404129090252,"score_gpt":0.3043055647004569,"score_spread":0.2153115234095544,"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."}}