{"id":"W4415711611","doi":"10.17269/s41997-025-01129-y","title":"Rethinking the objectives of a pan-Canadian immunization information system","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Public Health","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; University of Ottawa; Ottawa Hospital; Queen's University","funders":"Canadian Institutes of Health Research","keywords":"Pandemic; Data collection; Jurisdiction; Government (linguistics); Immunization; Vaccination","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1902945,0.001057935,0.001402044,0.01756944,0.01422823,0.03077378,0.007436756,0.003469517,0.00274586],"category_scores_gemma":[0.2035154,0.001495961,0.00135921,0.01905333,0.01208699,0.01512787,0.008509384,0.01096915,0.0007273611],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1832174,"about_ca_system_score_gemma":0.536297,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.973538,"about_ca_topic_score_gemma":0.9813524,"domain_scores_codex":[0.8821634,0.03906367,0.01338198,0.00589126,0.04911971,0.01038],"domain_scores_gemma":[0.6166981,0.06714012,0.009277703,0.01798532,0.2562722,0.03262654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002514267,0.0001622323,0.05434692,0.001442338,0.0002450918,0.0002807634,0.02355557,0.004309328,0.001599323,0.5083793,0.2152109,0.1902167],"study_design_scores_gemma":[0.0001733556,0.0002105772,0.1599037,0.006014016,0.0003443362,0.0001672714,0.02741754,0.009244737,0.002359695,0.08219151,0.711212,0.0007613228],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02668639,0.006674858,0.03089916,0.8638075,0.0028379,0.001822426,0.01049664,0.0007129191,0.05606222],"genre_scores_gemma":[0.5365406,0.01259289,0.3040612,0.1084702,0.002633166,0.001768094,0.0130884,0.0005882382,0.0202573],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8167826,"threshold_uncertainty_score":0.998511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03317278292346858,"score_gpt":0.2909090046925615,"score_spread":0.2577362217690929,"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."}}