{"id":"W1537402343","doi":"10.1111/j.1751-2824.2011.01455.x","title":"Challenges in testing for platelet‐related adverse events","year":2011,"lang":"en","type":"article","venue":"ISBT Science Series","topic":"Blood transfusion and management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Adverse effect; Platelet; Intensive care medicine; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0004548995,0.00007544133,0.0001189952,0.0001614139,0.0000921782,0.000002787126,0.0001200335,0.00003063501,0.00005119566],"category_scores_gemma":[0.0001483593,0.00006259714,0.00002633028,0.0003965739,0.0001985642,0.0002812266,0.00003744321,0.0000633223,0.0000219001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000021652,"about_ca_system_score_gemma":0.00006611597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004090198,"about_ca_topic_score_gemma":0.000116646,"domain_scores_codex":[0.9991552,0.000006374784,0.0001553531,0.0002492374,0.0001820415,0.0002517677],"domain_scores_gemma":[0.999652,0.00001748739,0.00003115022,0.0001588007,0.000064179,0.00007642291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001546024,0.002272452,0.1112207,0.001265251,0.0001322075,0.0004627335,0.06701963,0.00004965924,0.06018404,0.113059,0.0002625981,0.6425257],"study_design_scores_gemma":[0.004371956,0.001670864,0.9350751,0.0004880223,0.00005767091,0.0001248859,0.01030058,0.0003621023,0.03152267,0.007079988,0.008583769,0.000362414],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.92903,0.0001665436,0.00003168351,0.00181673,0.0003025115,0.000670693,0.000001151138,0.00009238909,0.06788832],"genre_scores_gemma":[0.9930813,0.0001336011,0.005902709,0.0001301086,0.00001132872,0.00003099517,5.611575e-7,0.000006784341,0.0007026414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8238544,"threshold_uncertainty_score":0.2552637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1258876344829501,"score_gpt":0.2972549814154637,"score_spread":0.1713673469325136,"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."}}