{"id":"W4392354291","doi":"10.2147/ppa.s437969","title":"An Assessment of Individual Preference for a Novel Capillary Blood Collection System","year":2024,"lang":"en","type":"article","venue":"Patient Preference and Adherence","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Becton Dickinson (Canada)","funders":"BD; Society of General Internal Medicine","keywords":"Blood collection; Data collection; Venipuncture; Medicine; Venous blood; Demographics; Clearance; Pharmacy; Family medicine; Emergency medicine; Internal medicine; Surgery; Demography; Statistics","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":[],"consensus_categories":[],"category_scores_codex":[0.0003233197,0.0001798258,0.0002012543,0.0002341845,0.0001867822,0.0004727275,0.0002040308,0.00008338285,0.00008118096],"category_scores_gemma":[0.00003486398,0.000153829,0.0000484078,0.0004080401,0.00004845701,0.001738981,0.00006406083,0.0001385002,0.000007149382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001174193,"about_ca_system_score_gemma":0.00009682515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002226896,"about_ca_topic_score_gemma":0.00008294445,"domain_scores_codex":[0.9986326,0.000017946,0.0003691932,0.0004283579,0.0003629817,0.00018899],"domain_scores_gemma":[0.9992173,0.0001261506,0.0002039991,0.0001741942,0.0002517935,0.00002657309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003141107,0.002686971,0.0510094,0.01142457,0.0006214681,0.00001228709,0.002470674,0.0001753129,0.03924182,0.695807,0.001176679,0.1950598],"study_design_scores_gemma":[0.01452328,0.007000402,0.3491185,0.01006025,0.005913015,0.0001233592,0.02062866,0.4732017,0.0255366,0.0138207,0.0752907,0.004782835],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826876,0.0003778322,0.008232472,0.00009956896,0.0005019178,0.0009092997,0.00005777418,0.0002262666,0.00690726],"genre_scores_gemma":[0.9973683,0.00006495185,0.001944247,0.000146083,0.0001080977,0.0002213412,0.00008117164,0.00001600227,0.0000498276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6819863,"threshold_uncertainty_score":0.6272966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.070499122064956,"score_gpt":0.2983848566061845,"score_spread":0.2278857345412285,"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."}}