{"id":"W4290739665","doi":"10.1002/nba.31291","title":"Data show pool of donors shrank in first quarter of 2022","year":2022,"lang":"en","type":"article","venue":"Nonprofit Business Advisor","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Citation; Information retrieval; Computer science; Library science; World Wide Web; Advertising; Business; History","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007956487,0.0001769332,0.0003466473,0.0005626521,0.0001722566,0.00005778063,0.0008822795,0.000050183,0.006293985],"category_scores_gemma":[0.0001638034,0.0001773701,0.00005573223,0.002063474,0.00006358924,0.001891322,0.0006327337,0.0002312426,0.00003618066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001633677,"about_ca_system_score_gemma":0.00005943474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002561956,"about_ca_topic_score_gemma":0.001538857,"domain_scores_codex":[0.9981757,0.00002996676,0.0005906065,0.0004169769,0.0005616276,0.0002251562],"domain_scores_gemma":[0.9984429,0.0001097002,0.000493904,0.0006835962,0.0002594664,0.00001036563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002690164,0.006310606,0.8245705,0.005636398,0.0003658886,0.0001314639,0.0009018379,0.00657944,0.006412147,0.04861038,0.0459363,0.05185484],"study_design_scores_gemma":[0.005951748,0.00004960575,0.5559043,0.0001412024,0.0002559932,0.000009691868,0.002938229,0.01689037,0.0002286618,0.001325091,0.4155577,0.0007474801],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9578114,0.0005075646,0.0006247327,0.02256608,0.001471813,0.001040437,0.0003353267,0.0001141072,0.01552861],"genre_scores_gemma":[0.9983262,0.00004878346,0.0001554972,0.00068895,0.0001579971,0.0000658565,0.0003330756,0.00002981451,0.0001937909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3696213,"threshold_uncertainty_score":0.9946144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02934640394489663,"score_gpt":0.2515426142960507,"score_spread":0.2221962103511541,"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."}}