{"id":"W4318828682","doi":"10.13162/hro-ors.v11i1.5118","title":"Comparison of COVID-19 Vaccination Rollout Approaches across Canada: Case Studies of Four Diverse Provinces","year":2023,"lang":"en","type":"article","venue":"Health Reform Observer - Observatoire des Réformes de Santé","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Public health; Business; Geography; Vaccination; Unit (ring theory); Political science; Medicine; Psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00273842,0.000309425,0.001000236,0.00009677121,0.002049161,0.00004155047,0.0005125196,0.0001831057,0.00003206485],"category_scores_gemma":[0.001027407,0.0002652823,0.0001886274,0.001331226,0.0001528219,0.0008057799,0.0002568387,0.0002400637,0.000003715665],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004814296,"about_ca_system_score_gemma":0.005487886,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7069876,"about_ca_topic_score_gemma":0.978486,"domain_scores_codex":[0.9959939,0.0003962041,0.001192717,0.0004229317,0.0008394352,0.001154802],"domain_scores_gemma":[0.9972674,0.000439002,0.0009631994,0.0004058199,0.0004120143,0.0005126268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001082385,0.0001171574,0.8467627,0.003414011,0.0001381724,0.0002281186,0.1049929,0.0003466479,0.000003616529,0.001153115,0.003129937,0.03960544],"study_design_scores_gemma":[0.001145759,0.0003313657,0.6067296,0.000194589,0.00005169133,0.00004448321,0.3790313,0.00142528,0.0001422382,0.001068491,0.009431681,0.0004035989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99099,0.004401404,0.00004239129,0.002639028,0.0002924639,0.0008770904,0.0002097798,0.0001552742,0.0003925438],"genre_scores_gemma":[0.995737,0.002607246,0.0004454066,0.0005266352,0.0001363883,0.00006764472,0.00004937241,0.00002936596,0.0004009059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2740383,"threshold_uncertainty_score":0.9999799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3061263098364361,"score_gpt":0.4552176781215815,"score_spread":0.1490913682851455,"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."}}