{"id":"W4312993368","doi":"10.2139/ssrn.4287750","title":"Coordinating a Decentralized Blood Supply Chain with Interactions between Supply-Side and Demand-Side Operational Decisions","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Supply side; Demand side; Supply chain; Business; Industrial organization; Operations management; Environmental economics; Commerce; Marketing; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.004780258,0.0007271729,0.001468827,0.001011414,0.001808145,0.0072077,0.001978403,0.001889464,0.007625305],"category_scores_gemma":[0.008057791,0.001070353,0.0005311306,0.00199517,0.001343411,0.003920306,0.002738425,0.001548448,0.0008883088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001913944,"about_ca_system_score_gemma":0.006307095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004126233,"about_ca_topic_score_gemma":0.005926286,"domain_scores_codex":[0.9966676,0.001143491,0.0002043974,0.000859801,0.0006337146,0.0004909979],"domain_scores_gemma":[0.9922357,0.004170523,0.0009799178,0.0004722598,0.001298866,0.0008427787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008209231,0.00057798,0.0101218,0.0003175793,0.0002272782,0.00100115,0.0009433895,0.8401624,0.01285473,0.04974344,0.004328905,0.07890047],"study_design_scores_gemma":[0.0001388886,0.0003350408,0.002747279,0.00003802303,0.00009528318,0.0001118494,0.000711736,0.9328106,0.002415929,0.0545937,0.005931575,0.00007009706],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3219334,0.0007049825,0.6391607,0.003842477,0.0002684379,0.0006071536,0.0003379338,0.0008486164,0.03229636],"genre_scores_gemma":[0.9529639,0.0002937948,0.03970664,0.0001607204,0.000149029,0.0001397552,0.0001639386,0.00005400985,0.006368069],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007625305,"threshold_uncertainty_score":0.02550924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01213966212039342,"score_gpt":0.2447631357726513,"score_spread":0.2326234736522579,"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."}}