{"id":"W2029428430","doi":"10.1111/j.1537-2995.2009.02302.x","title":"Platelet quality measured with dynamic light scattering correlates with transfusion outcome in hematologic malignancies","year":2009,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Canadian Blood Services; University of British Columbia","funders":"","keywords":"Medicine; Platelet; Blood product; Platelet transfusion; Internal medicine; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00047184,0.0004270985,0.0008103783,0.000318031,0.0001520664,0.00003016844,0.0001494207,0.0001971902,0.000164594],"category_scores_gemma":[0.000008514675,0.0002825321,0.0001329137,0.0006098447,0.00008352298,0.0001723741,0.000009277112,0.0004567248,0.0000227617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009771978,"about_ca_system_score_gemma":0.00004908279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000212638,"about_ca_topic_score_gemma":0.002062706,"domain_scores_codex":[0.9974039,0.00009386221,0.0006694713,0.0006494588,0.0006606679,0.000522635],"domain_scores_gemma":[0.9991625,0.00003709628,0.00008166167,0.000453713,0.0000794412,0.0001856119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0124737,0.003116644,0.2322241,0.00143461,0.0002070516,0.001985817,0.006561207,0.0004236639,0.7091437,0.001600647,0.00005798618,0.03077092],"study_design_scores_gemma":[0.0250642,0.004129895,0.9124006,0.002537476,0.0004583355,0.0008952093,0.001583908,0.0004593901,0.05015501,0.0002311704,0.0009184355,0.001166361],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801009,0.0002311023,0.005027274,0.009743242,0.00008843345,0.001597633,0.000004299004,0.0003086781,0.002898399],"genre_scores_gemma":[0.9968453,0.0006746158,0.001010374,0.001067669,0.00001324473,0.00004320185,0.00002747431,0.00003940226,0.0002787024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6801766,"threshold_uncertainty_score":0.9999627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02194117872354088,"score_gpt":0.2720506189481586,"score_spread":0.2501094402246177,"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."}}