{"id":"W4406448446","doi":"10.1016/j.ypat.2013.08.003","title":"10.1016/j.ypat.2013.08.003","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Blood transfusion and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Platelet; Whole blood; Bacteria; Test (biology); Intensive care medicine; Microbiology; Internal medicine; Ecology; Genetics; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007303213,0.001250308,0.0006124883,0.001663541,0.0010059,0.003252886,0.001134449,0.003843663,0.9136323],"category_scores_gemma":[0.001567069,0.0004619316,0.0006498301,0.0008361362,0.0009243487,0.002442076,0.001458489,0.001797446,0.87756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008755461,"about_ca_system_score_gemma":0.001342438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002204691,"about_ca_topic_score_gemma":0.002059076,"domain_scores_codex":[0.9996772,0.00002841899,0.00002836451,0.00008639561,0.00009044507,0.00008925004],"domain_scores_gemma":[0.9989997,0.000180455,0.0001323479,0.00005955158,0.0001930189,0.0004350524],"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":[0.00028111,0.0003177598,0.006091256,0.0004681786,0.00003795711,0.0005620925,0.0001212575,0.0002631826,0.0007180584,0.004936143,0.3032328,0.6829702],"study_design_scores_gemma":[0.00006659693,0.0001275892,0.005139566,0.0009736732,0.00004448504,0.004233534,0.0003218493,0.0003281059,0.0005078962,0.004653604,0.9835737,0.00002937037],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005352485,0.01303115,0.003338823,0.01067735,0.002784543,0.0001092136,0.002781583,0.002302764,0.9596221],"genre_scores_gemma":[0.01641623,0.0061345,0.003091229,0.002987355,0.0009138103,0.00009475183,0.002156622,0.0004154255,0.9677902],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08636773,"threshold_uncertainty_score":0.123193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006215435549648625,"score_gpt":0.1845602046092993,"score_spread":0.1783447690596507,"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."}}