{"id":"W7054627943","doi":"","title":"Action Research to develop a model for exclusive voluntary non-remunerated blood donation in a former colony: The case of Trinidad and Tobago","year":2021,"lang":"en","type":"dissertation","venue":"White Rose eTheses Online (University of Leeds, The University of Sheffield, University of York)","topic":"Advanced Frequency and Time Standards","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Donation; Turnover; Blood donor; Blood transfusion; Independence (probability theory); Voluntary association; Service (business); Voluntary action","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007303335,0.0007328378,0.0003523993,0.001533727,0.008072424,0.005093032,0.003773543,0.00308003,0.00929005],"category_scores_gemma":[0.004718598,0.0004019931,0.000729226,0.001058965,0.009795751,0.003637293,0.004897338,0.00305209,0.0003481026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02516902,"about_ca_system_score_gemma":0.02299768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2114849,"about_ca_topic_score_gemma":0.2414508,"domain_scores_codex":[0.9951244,0.003698836,0.00007317655,0.00035967,0.000158777,0.0005851538],"domain_scores_gemma":[0.9955076,0.002830415,0.0003170862,0.000237037,0.0005158514,0.000591945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009386532,0.0006235585,0.01246809,0.0002257212,0.00003035643,0.003245739,0.0918809,0.02096175,0.0004297577,0.8542064,0.004274291,0.01155959],"study_design_scores_gemma":[0.0003183345,0.0005340102,0.007887336,0.001125688,0.0001291873,0.0008759749,0.3788081,0.1561057,0.0007192817,0.2846593,0.168704,0.0001331116],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4465098,0.0006682325,0.06102826,0.05697722,0.0002834618,0.001912399,0.0004276274,0.0001610429,0.432032],"genre_scores_gemma":[0.9435637,0.0003081823,0.03540261,0.0008202202,0.00001089148,0.001072993,0.0001254236,0.00002229824,0.01867361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2114849,"threshold_uncertainty_score":0.4205078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04253152330225578,"score_gpt":0.3036785021408859,"score_spread":0.2611469788386301,"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."}}