{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002083071,0.0002344868,0.0002147777,0.0004212556,0.0003517212,0.0006737621,0.0002889437,0.0003647775,0.003133459],"category_scores_gemma":[0.006876626,0.0001322,0.0004578289,0.0002410808,0.0002505931,0.0003842289,0.0005289188,0.0004001309,0.0003382151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000254029,"about_ca_system_score_gemma":0.0002375166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001233934,"about_ca_topic_score_gemma":0.001613097,"domain_scores_codex":[0.9982545,0.000693835,0.0001888106,0.0001184114,0.0006025111,0.000141936],"domain_scores_gemma":[0.9950492,0.001554205,0.001898976,0.000185738,0.0008199597,0.0004919343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001025295,0.0004809967,0.9560491,0.0001967983,0.0001560806,0.0003836875,0.005146395,0.0002131811,0.005391291,0.0000545157,0.0005556035,0.030347],"study_design_scores_gemma":[0.00003480427,0.004307738,0.9739872,0.00007917757,0.00009573005,0.002164309,0.01447547,0.00120055,0.00182231,0.0000608921,0.001714946,0.00005696732],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990074,0.00006040545,0.0002316737,0.00003570273,0.000005140533,0.00002251526,0.00005402609,0.000004134192,0.0005790377],"genre_scores_gemma":[0.9987935,0.00006187523,0.0006493559,0.00005624796,0.000005385309,0.00001693013,0.00006113156,0.000001746407,0.0003538103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003133459,"threshold_uncertainty_score":0.01101649,"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."}}