{"id":"W3024490327","doi":"","title":"[From war to priority battle; blood transfusion as a medical innovation during World War I].","year":2017,"lang":"en","type":"article","venue":"PubMed","topic":"Medical History and Innovations","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Battle; Medicine; Blood transfusion; Shock (circulatory); World War II; Scale (ratio); Intensive care medicine; Law; Surgery; Ancient history; History; Internal medicine; Political 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":[],"category_scores_codex":[0.0004861824,0.0001285949,0.0001796552,0.0002223949,0.001272215,0.00008688797,0.0003931315,0.00007356187,0.005647536],"category_scores_gemma":[0.001323031,0.0001143466,0.00004363654,0.0001091103,0.0002598396,0.0003671813,0.0000764966,0.0002961556,0.0001520012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004808543,"about_ca_system_score_gemma":0.00005844927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008768436,"about_ca_topic_score_gemma":0.002786101,"domain_scores_codex":[0.9984698,0.00003151484,0.0003830227,0.0002779539,0.0005303367,0.0003073875],"domain_scores_gemma":[0.9990481,0.00006390346,0.0001188752,0.0004186954,0.0001466585,0.0002038306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003010953,0.00118042,0.003546012,0.0001822844,0.0002539053,0.0001529237,0.05895427,7.05306e-7,0.0007240314,0.4883988,0.06803171,0.3782739],"study_design_scores_gemma":[0.001097874,0.00002870499,0.07544006,0.00006501207,0.00004441746,0.000002687502,0.0003119148,0.000006953032,0.00151979,0.003339583,0.9178675,0.0002755165],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8908932,0.00004099995,0.00003368379,0.00846909,0.002178608,0.0004122155,0.0000343667,0.0001015299,0.0978363],"genre_scores_gemma":[0.97956,0.00001813002,0.00003490373,0.001087751,0.002716251,0.0004439948,0.00004201104,0.00001667293,0.01608032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8498358,"threshold_uncertainty_score":0.9952614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04164611219547811,"score_gpt":0.2435708746538263,"score_spread":0.2019247624583481,"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."}}