{"id":"W4223913696","doi":"10.22214/ijraset.2022.41435","title":"Shreemit: Advance Blood Care Unit","year":2022,"lang":"en","type":"article","venue":"International Journal for Research in Applied Science and Engineering Technology","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Unit (ring theory); Medicine; Computer science; Mathematics; Mathematics education","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":[0.000430872,0.0005399653,0.0004378608,0.001338551,0.001064883,0.001928702,0.001246555,0.0009493776,0.2588871],"category_scores_gemma":[0.001542241,0.000157789,0.0002407955,0.001339095,0.000238698,0.001434045,0.002208222,0.001873944,0.1274165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008373102,"about_ca_system_score_gemma":0.002101319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001245763,"about_ca_topic_score_gemma":0.001591373,"domain_scores_codex":[0.9992042,0.0001098896,0.00007087275,0.0001180727,0.0003700997,0.0001268432],"domain_scores_gemma":[0.9987574,0.0001235352,0.00009027073,0.0000632493,0.0004063196,0.0005592055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001826251,0.0001550123,0.001090233,0.0003011459,0.000004808283,0.0006034774,0.00009096061,0.00005793984,0.0004247745,0.002775965,0.7493314,0.2449816],"study_design_scores_gemma":[0.00003929187,0.0001286522,0.001965931,0.0002195771,0.000003949867,0.001110501,0.00007522418,0.0001307495,0.0003676903,0.001003391,0.9949367,0.00001832732],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01086579,0.02218107,0.01488121,0.02233496,0.01789234,0.002772975,0.01730456,0.02414091,0.8676262],"genre_scores_gemma":[0.06554514,0.02553644,0.02895517,0.01892931,0.0105094,0.002093251,0.02443951,0.001272927,0.8227188],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2588871,"threshold_uncertainty_score":0.8660635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04787935564558739,"score_gpt":0.3561589112651612,"score_spread":0.3082795556195738,"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."}}