{"id":"W4411545415","doi":"10.1111/ijlh.14518","title":"How Trustworthy is Light Transmittance Platelet Aggregometry With Low Platelet Count Samples? Insights From Test Replicates and Retrospective Analysis of Several Decades of Diagnostic Samples","year":2025,"lang":"en","type":"article","venue":"International Journal of Laboratory Hematology","topic":"Platelet Disorders and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Regional Laboratory Medicine Program","funders":"McMaster University","keywords":"Trustworthiness; Platelet; Test (biology); Medicine; Computer science; Internal medicine; Biology; Computer security","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00009829907,0.0002221606,0.001251856,0.0009014539,0.00003494529,0.00002597388,0.0002105655,0.0001550224,0.00004181076],"category_scores_gemma":[0.0007581011,0.0001642487,0.0001564479,0.000923048,0.0002214842,0.0001944201,0.00002651517,0.0002334436,3.88846e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009999209,"about_ca_system_score_gemma":0.0002479265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005483423,"about_ca_topic_score_gemma":0.0001537603,"domain_scores_codex":[0.9983679,0.00004797655,0.0006801481,0.0002955834,0.0004569628,0.0001514333],"domain_scores_gemma":[0.9960722,0.001407112,0.0008897359,0.0002102277,0.001326563,0.00009411419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001064672,0.0006950884,0.9763279,0.00008466484,0.01287626,0.001908602,0.00078666,0.00002048278,0.004245015,0.001315163,0.0002681004,0.0004074168],"study_design_scores_gemma":[0.007093004,0.0008323938,0.7552754,0.001306214,0.002598967,0.0005945773,0.000507607,0.0001725065,0.2270244,0.002568444,0.001765209,0.0002612928],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880039,0.008048166,0.0009112504,0.002002726,0.0001153399,0.0001437664,0.0007299843,0.000008586833,0.00003629667],"genre_scores_gemma":[0.9963793,0.001742262,0.001406983,0.0003527268,0.00003110528,0.000006098454,0.0000526079,0.00001369794,0.000015265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2227793,"threshold_uncertainty_score":0.6697869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005869598436607082,"score_gpt":0.2540520967848692,"score_spread":0.2481824983482621,"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."}}