{"id":"W4376637166","doi":"10.21203/rs.3.rs-2377668/v1","title":"“Flying a plane and building it at the same time”: Lessons learned from the dynamic implementation of mass vaccination clinics in the Region of Waterloo, Ontario, Canada","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Vaccination; Mass vaccination; Regional science; Geography; Environmental planning; Political science; Operations research; Medicine; Engineering; Virology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.009716805,0.0002822234,0.0004600642,0.0005730172,0.00996841,0.005517361,0.003233276,0.002015887,0.003442961],"category_scores_gemma":[0.01836057,0.0003940946,0.0003332918,0.001855448,0.009664879,0.003182107,0.002286758,0.003571366,0.0001948726],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1144409,"about_ca_system_score_gemma":0.2066835,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9901246,"about_ca_topic_score_gemma":0.9949152,"domain_scores_codex":[0.9933472,0.002930765,0.0001262009,0.000388356,0.0009848805,0.002222622],"domain_scores_gemma":[0.9880945,0.004771946,0.000758179,0.0003006922,0.002895386,0.00317927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003645581,0.0006852905,0.1803238,0.0007537775,0.000131226,0.00146266,0.4772832,0.003314687,0.001235879,0.0310686,0.05128667,0.2520897],"study_design_scores_gemma":[0.00008083535,0.0003277877,0.3774746,0.0008473783,0.00008763689,0.0001454602,0.5470461,0.001716811,0.0005907046,0.004175342,0.06737849,0.0001288292],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7817247,0.003750249,0.00129681,0.179879,0.000265729,0.0002421747,0.0003797794,0.00003300891,0.03242847],"genre_scores_gemma":[0.9889339,0.001748084,0.001051907,0.004186455,0.00004249669,0.00004662624,0.00006995538,0.00001707373,0.00390358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8855591,"threshold_uncertainty_score":0.8303304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1501179180865925,"score_gpt":0.4520347203129498,"score_spread":0.3019168022263574,"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."}}