{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1180498,0.0007899905,0.001492991,0.002084857,0.001027808,0.003317024,0.002512995,0.001784426,0.0004496235],"category_scores_gemma":[0.2146545,0.0007093134,0.001365723,0.002109926,0.00266121,0.001512326,0.001855033,0.001119425,0.0004450502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008755808,"about_ca_system_score_gemma":0.0007251674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00373834,"about_ca_topic_score_gemma":0.003573914,"domain_scores_codex":[0.87097,0.06517259,0.01874353,0.01683553,0.02680355,0.001474886],"domain_scores_gemma":[0.707884,0.1395581,0.04728018,0.06264675,0.04102852,0.001602431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009969512,0.0001421327,0.9320287,0.0004546928,0.002141809,0.0007619084,0.003712942,0.002359421,0.009901231,0.001005842,0.00228683,0.04420756],"study_design_scores_gemma":[0.00007792638,0.001150912,0.9193338,0.0006790795,0.002178645,0.003302167,0.002399481,0.0220946,0.02848689,0.003666895,0.01640675,0.0002229248],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8600958,0.009460241,0.1194548,0.001541065,0.001123771,0.0003591447,0.001546349,0.0004954921,0.00592336],"genre_scores_gemma":[0.9793105,0.0005024506,0.01794979,0.0004438714,0.0003168995,0.0001411373,0.0007334978,0.0001689223,0.000432829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1180498,"threshold_uncertainty_score":0.6243147,"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."}}