{"id":"W3097226354","doi":"10.1182/blood-2020-138917","title":"Preparing for Platelet Shortages: Which Surgeries Should be Cancelled?","year":2020,"lang":"en","type":"article","venue":"Blood","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network; University of Toronto","funders":"","keywords":"Economic shortage; Medicine; Blood product; Platelet transfusion; Cardiopulmonary bypass; Platelet; Emergency medicine; Surgery; Medical emergency; Intensive care medicine; Anesthesia; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001299207,0.0001857558,0.0002016857,0.0007566272,0.0005120143,0.001185284,0.0004369908,0.0003692646,0.006925603],"category_scores_gemma":[0.005016193,0.000110479,0.0001817306,0.001655056,0.0004702593,0.0008184529,0.00046362,0.0004436538,0.0008021577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001591996,"about_ca_system_score_gemma":0.003090274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01374846,"about_ca_topic_score_gemma":0.02874865,"domain_scores_codex":[0.9994208,0.00009015607,0.0001096742,0.00008341239,0.000157302,0.0001387201],"domain_scores_gemma":[0.9963954,0.0006582747,0.001886412,0.00004016443,0.0005088825,0.0005108337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004248838,0.00007992387,0.8499922,0.0009965695,0.00003884676,0.0008587383,0.0009859357,0.0003271097,0.001051209,0.0006815681,0.01658069,0.1279823],"study_design_scores_gemma":[0.00002251971,0.0002590762,0.9625301,0.001552141,0.00005066191,0.00211296,0.008241982,0.0006169904,0.0006689631,0.0008601842,0.02306316,0.00002128976],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9446871,0.01702976,0.00221778,0.0199407,0.000386281,0.0001508149,0.003410266,0.00006638739,0.01211086],"genre_scores_gemma":[0.9822427,0.01028948,0.002215274,0.001670333,0.0003589154,0.00004841049,0.001671958,0.000023285,0.00147966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01374846,"threshold_uncertainty_score":0.0273369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05381465238998296,"score_gpt":0.2655180272451518,"score_spread":0.2117033748551689,"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."}}