{"id":"W4243795075","doi":"10.1016/j.transci.2006.08.002","title":"","year":2006,"lang":"en","type":"article","venue":"Transfusion and Apheresis Science","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Apheresis; Certification; Active listening; Medical education; Political science; Medicine; Library science; Psychology; Computer science; Law; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00141096,0.000285825,0.000243862,0.0006408905,0.002102956,0.001616697,0.000540223,0.0000715066,0.0003905055],"category_scores_gemma":[0.00008357545,0.0002396169,0.00008330816,0.00282346,0.0009818469,0.008142526,0.0001120017,0.0001887313,0.00003954289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000136571,"about_ca_system_score_gemma":0.00005326901,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009231913,"about_ca_topic_score_gemma":0.00492541,"domain_scores_codex":[0.9970071,0.000014859,0.0004586358,0.0008611179,0.001056011,0.0006023127],"domain_scores_gemma":[0.9990587,0.00009758812,0.0001667826,0.0002945544,0.000333801,0.00004860645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002400021,0.0006503734,0.115393,0.0001282677,0.000007336407,0.00002520433,0.000135443,0.0001282493,0.3604243,0.4740753,0.0003767633,0.04841574],"study_design_scores_gemma":[0.004417233,0.00003791688,0.8945714,0.00007343946,0.0001253057,0.00003183942,0.0016195,0.0060763,0.01513718,0.02553618,0.05139304,0.0009806232],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9541733,0.0001390537,0.001262664,0.008951072,0.0002535678,0.0003295458,0.000001540784,0.0003183309,0.03457091],"genre_scores_gemma":[0.9944074,0.0001096913,0.0006944999,0.004245021,0.0003575273,0.00002175934,0.000003646524,0.00001818194,0.0001423238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7791784,"threshold_uncertainty_score":0.9994197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01221268331880026,"score_gpt":0.224236878361373,"score_spread":0.2120241950425727,"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."}}