{"id":"W4313032449","doi":"10.2139/ssrn.4274511","title":"Hydrophobic Aerogel-Modified Hemostatic Gauze with Thermal Management Performance","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Hemostasis and retained surgical items","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Aerogel; Hemostatic Agent; Business; Chemical engineering; Materials science; Nanotechnology; Hemostasis; Medicine; Engineering; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001226542,0.0002065468,0.0003120873,0.0001427543,0.0005680093,0.000030161,0.0002002681,0.00003416932,0.0003590372],"category_scores_gemma":[0.000004024758,0.0001398663,0.000133042,0.0003895366,0.0000599575,0.00008274469,0.00008059931,0.002292063,0.00002887588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001013085,"about_ca_system_score_gemma":0.0008767094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009624841,"about_ca_topic_score_gemma":0.000006452735,"domain_scores_codex":[0.9965943,0.0001028384,0.0003234272,0.0002529665,0.0007243272,0.002002192],"domain_scores_gemma":[0.9993632,0.00002465212,0.0001346461,0.0002477119,0.00005131846,0.0001784628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0149745,0.004325289,0.03482376,0.0006083986,0.007623753,0.00503596,0.002375465,0.01684622,0.00934342,0.104755,0.002904027,0.7963842],"study_design_scores_gemma":[0.08879867,0.05982735,0.02844746,0.001009553,0.003977267,0.1406871,0.05686763,0.04814098,0.005312377,0.02402871,0.5372937,0.005609159],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983021,0.001496621,0.0003760757,0.002025746,0.0001045238,0.000359218,0.000001792537,0.00004458512,0.0125705],"genre_scores_gemma":[0.9865674,0.001714734,0.00009123411,0.0006976214,0.0001003385,0.00003887297,0.00001373901,0.00004492675,0.01073117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7907751,"threshold_uncertainty_score":0.9958003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008204422384985642,"score_gpt":0.2249254580521024,"score_spread":0.2167210356671168,"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."}}