{"id":"W4411550471","doi":"10.2196/preprints.77446","title":"Supporting Informed Vaccine Decision-Making and Communication in Pregnancy Through the Vaccines in Pregnancy Canada Intervention: Multimethod Co-Design Study (Preprint)","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Pregnancy; Intervention (counseling); Medicine; Obstetrics; Computer science; Nursing; World Wide Web; Biology","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":[0.02578426,0.001323363,0.001803068,0.001010816,0.005638678,0.001772866,0.001480911,0.001707584,0.008687879],"category_scores_gemma":[0.03169025,0.001016131,0.002334496,0.001272505,0.001631691,0.001131105,0.002307949,0.001458674,0.0006366552],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02596086,"about_ca_system_score_gemma":0.07834624,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2635654,"about_ca_topic_score_gemma":0.3898572,"domain_scores_codex":[0.9690067,0.02143677,0.00208972,0.002098606,0.002757777,0.002610337],"domain_scores_gemma":[0.9733366,0.01118611,0.003548238,0.001979643,0.007127509,0.002821896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.08888596,0.1098767,0.1690802,0.01877294,0.005683117,0.0004744452,0.04597183,0.00841336,0.004679983,0.007862779,0.02415588,0.5161428],"study_design_scores_gemma":[0.1288632,0.2414884,0.449522,0.007551698,0.0077638,0.0002666449,0.03201284,0.02458248,0.01240577,0.008152011,0.08639669,0.0009944603],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8195192,0.001040352,0.01378955,0.001956915,0.0003725055,0.1536568,0.003009515,0.0001584632,0.006496802],"genre_scores_gemma":[0.6065626,0.0006137458,0.07954237,0.002181277,0.0001195036,0.3052596,0.0007381921,0.00003724726,0.004945464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9740391,"threshold_uncertainty_score":0.5240626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04484078893325506,"score_gpt":0.4098521565865217,"score_spread":0.3650113676532666,"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."}}