{"id":"W4291327253","doi":"10.54111/0001/ff1","title":"Necessity Is the Mother of Invention: Advocating for Alternatives to Banked Blood","year":2021,"lang":"en","type":"article","venue":"","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Health and Family Welfare","keywords":"Unavailability; Medicine; Blood transfusion; Medical emergency; Blood bank; Intensive care medicine; Blood supply; Business; Emergency medicine; Surgery; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.01612246,0.0003427163,0.0005405266,0.0007332367,0.006540988,0.01089819,0.001284229,0.01020301,0.006510432],"category_scores_gemma":[0.02472967,0.0003622686,0.00043632,0.0004723551,0.01963201,0.01734628,0.007066625,0.01886316,0.00181789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002047384,"about_ca_system_score_gemma":0.006424619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000839894,"about_ca_topic_score_gemma":0.001805556,"domain_scores_codex":[0.9932249,0.003849663,0.0001911455,0.0005026642,0.001519761,0.0007118808],"domain_scores_gemma":[0.9822431,0.011258,0.001465757,0.0005496841,0.001594945,0.002888648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001548269,0.0002375788,0.003989079,0.0005670525,0.00004438542,0.00187523,0.02572497,0.0002296332,0.002111374,0.4749721,0.3397328,0.1503611],"study_design_scores_gemma":[0.0000300837,0.0001294561,0.0008198537,0.001308187,0.0000307997,0.001480366,0.01889944,0.0003772145,0.0006549828,0.1742429,0.8019721,0.00005457771],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005130822,0.01465087,0.00288875,0.9613208,0.004082249,0.0000105502,0.000006871863,0.00002461686,0.01188458],"genre_scores_gemma":[0.2921183,0.05081271,0.008946478,0.6144968,0.01340139,0.00006578218,0.00002852997,0.000142629,0.01998744],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01612246,"threshold_uncertainty_score":0.08526474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0418516674044289,"score_gpt":0.3434597141074938,"score_spread":0.3016080467030648,"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."}}