{"id":"W6930430110","doi":"10.5281/zenodo.11713457","title":"Iso 21511 pdf","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Cover (algebra); Upgrade; Order (exchange); Download; Subject (documents)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002693083,0.002571248,0.001471205,0.006569382,0.001979469,0.009766175,0.004708766,0.003634343,0.7298505],"category_scores_gemma":[0.008266683,0.00141848,0.001446007,0.00514234,0.001214773,0.007170097,0.003342569,0.002718536,0.769123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002687796,"about_ca_system_score_gemma":0.004007038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006929792,"about_ca_topic_score_gemma":0.007052152,"domain_scores_codex":[0.9960105,0.0002093183,0.0002438768,0.0002988736,0.002949622,0.0002878502],"domain_scores_gemma":[0.9919913,0.0004158659,0.0002058606,0.0007592065,0.006175132,0.0004526012],"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":[0.00008093564,0.00006037654,0.00007525728,0.0004999322,0.00000578071,0.00008283561,0.00005314387,0.0002175006,0.001968672,0.005843953,0.8677871,0.1233245],"study_design_scores_gemma":[0.000007360897,0.00002014167,0.0001281359,0.00007943804,0.000003234648,0.00006015176,0.00002919165,0.00005492331,0.0007935854,0.0006399624,0.9981741,0.000009812858],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003986811,0.001144734,0.00740061,0.0007608087,0.003323347,0.0004771914,0.01037302,0.006893823,0.9692277],"genre_scores_gemma":[0.001999345,0.001534139,0.003475721,0.0006215673,0.0004863885,0.0002348404,0.01191358,0.003196457,0.976538],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7298505,"threshold_uncertainty_score":0.3853355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03831072157185614,"score_gpt":0.27770539251703,"score_spread":0.2393946709451738,"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."}}