{"id":"W3004743293","doi":"","title":"How Do I Forestall Platelet Stockpiling? Experience from a Tertiary Care Center","year":2019,"lang":"en","type":"article","venue":"","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Inventory management; Stock (firearms); Quarter (Canadian coin); Platelet; Tertiary care; Operations management; Platelet transfusion; Supply chain; Mean platelet volume; Observational study; Business; Computer science; Medicine; Operations research; Emergency medicine; Mathematics; Marketing; Economics; Internal medicine; 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":[0.00191433,0.0003881288,0.0002516979,0.0004879876,0.002295613,0.001430465,0.001125216,0.0008791559,0.006266258],"category_scores_gemma":[0.007401441,0.0003607525,0.0003179565,0.0007316069,0.001258029,0.00123346,0.001872828,0.002262576,0.001066785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001642095,"about_ca_system_score_gemma":0.002836697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007884696,"about_ca_topic_score_gemma":0.01721337,"domain_scores_codex":[0.9985167,0.0005201892,0.0001008446,0.0001333914,0.0002432506,0.0004855457],"domain_scores_gemma":[0.9942704,0.0009341641,0.0008418277,0.0001131372,0.0004055487,0.003434869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005182761,0.00486822,0.5266162,0.0008546392,0.0001245543,0.05172519,0.129014,0.001188315,0.002933315,0.001988495,0.08418349,0.1959854],"study_design_scores_gemma":[0.0001897053,0.007994103,0.3835032,0.002098063,0.0001628202,0.08173173,0.3818335,0.003306591,0.002940556,0.00298876,0.1328458,0.0004051804],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769019,0.002788996,0.0008679556,0.01058965,0.0002116386,0.00008559693,0.0001278246,0.0000595763,0.008366924],"genre_scores_gemma":[0.9848921,0.003368195,0.001538371,0.006052968,0.0002349406,0.00004434035,0.0001590846,0.00006063676,0.003649323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007884696,"threshold_uncertainty_score":0.02096277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01006861621662939,"score_gpt":0.2199278032212757,"score_spread":0.2098591870046463,"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."}}