{"id":"W2016747328","doi":"10.1503/cmaj.1140090","title":"About bloody time","year":2014,"lang":"en","type":"letter","venue":"Canadian Medical Association 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":"Bloody; Blood donor; Medicine; World Wide Web; Surgery; Computer science; Immunology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.002185393,0.0002691733,0.0003874179,0.0007004868,0.0005200736,0.001242068,0.000604024,0.0017865,0.05552399],"category_scores_gemma":[0.002821807,0.0002532035,0.0002211188,0.0003596687,0.00003479922,0.0007857099,0.00002604062,0.004809985,0.01544737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000290364,"about_ca_system_score_gemma":0.00162129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003368936,"about_ca_topic_score_gemma":0.004874469,"domain_scores_codex":[0.9957914,0.0001013798,0.0006117914,0.0002694489,0.002554337,0.0006716455],"domain_scores_gemma":[0.9975718,0.0002863939,0.000882381,0.0001582166,0.00082239,0.0002788582],"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":[0.000001616212,0.00001024942,0.0008819077,0.00003385921,0.0001241731,0.0007800899,0.00001016487,3.075345e-7,2.418153e-7,0.0002547134,0.9903214,0.007581268],"study_design_scores_gemma":[0.0006017041,0.000005277964,0.0001777688,0.00009988637,0.0001284709,0.0001446808,0.00001570844,0.000206856,1.543747e-7,0.0004501464,0.9978744,0.0002949706],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001464168,0.0001182508,0.00001999696,0.8626356,0.002108432,0.00009419398,0.000008078217,0.00005813027,0.134811],"genre_scores_gemma":[0.0003675488,0.00006034911,0.00002138917,0.9255599,0.06404861,0.000005990166,0.0002020363,0.00005221914,0.009681962],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.125129,"threshold_uncertainty_score":0.999992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007800733913488198,"score_gpt":0.2062645765488862,"score_spread":0.198463842635398,"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."}}