{"id":"W4393221393","doi":"10.2196/preprints.45508","title":"Individual and Geospatial Determinants of Health Associated With School-Based Human Papillomavirus Immunization in Alberta: Population-Based Cohort Study (Preprint)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Geospatial analysis; Immunization; Human papillomavirus; Cohort; Geography; Demography; Cohort study; Population; Medicine; Environmental health; Cartography; Sociology; Computer science; Immunology; World Wide Web","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":[0.0009052395,0.0004096036,0.0003518894,0.001376244,0.001815417,0.001349483,0.001143221,0.0004894438,0.002186016],"category_scores_gemma":[0.001281359,0.0005083862,0.0006498289,0.004269082,0.0004923675,0.0003853486,0.0008044887,0.0006215376,0.0003972891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01327469,"about_ca_system_score_gemma":0.01344568,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9852196,"about_ca_topic_score_gemma":0.9893109,"domain_scores_codex":[0.999323,0.00005703328,0.00003582064,0.0001211431,0.0002406473,0.0002223538],"domain_scores_gemma":[0.9990717,0.00005112685,0.0001612866,0.00009154288,0.0003673975,0.0002568468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000770389,0.0000565866,0.9954718,0.00001650474,0.00005529908,0.00007464852,0.000424165,0.00009913089,0.000135002,0.0000712054,0.001369475,0.00214923],"study_design_scores_gemma":[0.000008967674,0.00002262509,0.998386,0.00001596371,0.00002794271,0.00002789236,0.0007033722,0.0002019926,0.00002532658,0.0000197821,0.0005544916,0.000005634764],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98964,0.0003520748,0.0001756221,0.0001604517,0.00001779454,0.0001050207,0.007592838,0.00001809912,0.001938129],"genre_scores_gemma":[0.9911556,0.0004845679,0.0004916794,0.0001172542,0.00001073931,0.00006438472,0.004746391,0.000008163739,0.002921179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0147804,"threshold_uncertainty_score":0.09631509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05655383303842442,"score_gpt":0.3788888956345449,"score_spread":0.3223350625961205,"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."}}