{"id":"W4311798524","doi":"10.15562/bmj.v11i3.3622","title":"Implementation of the blood donation preservation strategy at Indonesian red cross (IRC) blood donor unit (BDU) Banda Aceh during the COVID-19 pandemic","year":2022,"lang":"en","type":"article","venue":"Bali Medical Journal","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Medicine; Coronavirus disease 2019 (COVID-19); Donation; Blood donor; Indonesian; Quarter (Canadian coin); Geography; Political science; Disease","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":[0.001892149,0.0001539045,0.0001281036,0.0002776942,0.0004800835,0.001075102,0.0005218981,0.0003799551,0.00153702],"category_scores_gemma":[0.003280902,0.0001142432,0.0001786053,0.0004441432,0.0003616205,0.0006552528,0.0007787102,0.0008540766,0.0001816038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001987377,"about_ca_system_score_gemma":0.00610423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01368322,"about_ca_topic_score_gemma":0.01700649,"domain_scores_codex":[0.998923,0.0004569956,0.00007764409,0.00006772884,0.0001829642,0.0002916396],"domain_scores_gemma":[0.9976006,0.0004112697,0.0009380374,0.00005332218,0.0004035345,0.0005932394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005955418,0.00147071,0.8327746,0.001126479,0.00009198311,0.002083394,0.0107877,0.001698077,0.003158106,0.002558049,0.007846049,0.1358093],"study_design_scores_gemma":[0.00003205192,0.001005897,0.9559124,0.0006385827,0.00007260132,0.0006762539,0.0249068,0.001088452,0.002755106,0.0003099732,0.01256565,0.00003620052],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988565,0.0006725171,0.0002388095,0.002700108,0.00006182694,0.0001181725,0.0002578915,0.00001112006,0.007374507],"genre_scores_gemma":[0.9963446,0.0008792797,0.0006414199,0.0006935737,0.0000268839,0.00007422103,0.000136482,0.000002264018,0.001201396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01368322,"threshold_uncertainty_score":0.0272072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04554354769519592,"score_gpt":0.3230965149510033,"score_spread":0.2775529672558074,"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."}}