{"id":"W4415050450","doi":"10.1101/2025.10.08.25337612","title":"Exploring Community Perspectives on Barriers and Facilitators to Childhood Immunization among First Nations Peoples in Northern Saskatchewan: A Qualitative Sharing Circle Study","year":2025,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Prince Albert Grand Council; Institute of Indigenous Peoples' Health; Saskatchewan Health; University of Saskatchewan","funders":"","keywords":"Indigenous; Participatory action research; Community-based participatory research; Qualitative research; Stewardship (theology); Citizen journalism; Health care; Focus group; Community engagement","routes":{"ca_aff":true,"ca_fund":false,"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":[0.005691952,0.000680223,0.0007224951,0.001145059,0.01401229,0.003069269,0.001659058,0.001198863,0.004163139],"category_scores_gemma":[0.004866174,0.0006334501,0.0003844432,0.001885969,0.007161274,0.002148471,0.00542586,0.001832331,0.0002972225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01519177,"about_ca_system_score_gemma":0.02230743,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3900914,"about_ca_topic_score_gemma":0.5937039,"domain_scores_codex":[0.9961402,0.002434911,0.00009575491,0.000232636,0.0001764067,0.0009201115],"domain_scores_gemma":[0.9938507,0.003374418,0.0003214722,0.0002862479,0.0008005215,0.001366687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002390192,0.00006524772,0.007536292,0.00008829701,0.00000687561,0.0006744085,0.9869701,0.00004735063,0.0008748506,0.0004240941,0.0004501711,0.002838487],"study_design_scores_gemma":[0.000002456563,0.00002222284,0.002902675,0.00006400395,0.000003225808,0.00004197573,0.9951035,0.00003583752,0.0001012077,0.00007904608,0.001634698,0.000009136595],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960033,0.0002030587,0.000334998,0.001119221,0.00001835357,0.0001483592,0.0001038968,0.000007021374,0.002061845],"genre_scores_gemma":[0.9964343,0.0004014917,0.0004477683,0.0006116766,0.000005423781,0.0003101677,0.00006085813,0.000009663607,0.001718555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6099086,"threshold_uncertainty_score":0.7756416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04535753572491785,"score_gpt":0.33875786374897,"score_spread":0.2934003280240521,"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."}}