{"id":"W2056992685","doi":"10.1111/j.1423-0410.2002.tb05281.x","title":"National Contributions to Transfusion Medicine; Canada and the World","year":2002,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Medical History and Innovations","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Transfusion medicine; Medicine; St petersburg; Blood transfusion; Library science; Family medicine; Surgery; Computer science; Pathology","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":[0.0001844066,0.00005484743,0.00008766541,0.00005908492,0.0005400483,0.00001512605,0.00006646917,0.00001075619,0.01924063],"category_scores_gemma":[0.0002918235,0.00003292914,0.0000146335,0.00008608127,0.0003695053,0.00003497082,0.000007562143,0.00008671473,0.00003071964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005174442,"about_ca_system_score_gemma":0.00005134767,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1521189,"about_ca_topic_score_gemma":0.8899015,"domain_scores_codex":[0.9993969,0.00002991074,0.0001524626,0.00008227767,0.0002439863,0.00009443361],"domain_scores_gemma":[0.999467,0.0002093772,0.00002213552,0.00006653857,0.0001714969,0.00006349061],"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":[0.000003448004,0.00000520499,0.000004103277,0.000001383076,0.000004451344,5.37582e-7,0.004254766,3.166337e-7,0.000002792828,0.4892838,0.5058497,0.0005894858],"study_design_scores_gemma":[0.0004908288,0.00001550526,0.00009627714,0.00001305864,0.000008909494,0.000001122927,0.000401525,0.00009785515,0.000004020767,0.001785507,0.9970377,0.0000476829],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006441949,0.000508885,0.00007064945,0.1331421,0.001081317,0.0002301265,0.0002428307,0.00003234377,0.8582498],"genre_scores_gemma":[0.9073434,0.00001911462,0.00001085702,0.01663292,0.001172696,0.00003637715,0.00002102437,0.00000493193,0.07475867],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9009014,"threshold_uncertainty_score":0.9816559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0290587703148662,"score_gpt":0.239526894573015,"score_spread":0.2104681242581488,"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."}}