{"id":"W4411611048","doi":"10.2147/clep.s526203","title":"The Hydrocephalus Association Patient-Powered Interactive Engagement Registry (HAPPIER): Design and Initial Baseline Report","year":2025,"lang":"en","type":"article","venue":"Clinical Epidemiology","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital","funders":"","keywords":"Medicine; Baseline (sea); Hydrocephalus; Association (psychology); Pediatrics; Surgery; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.01460799,0.0006692169,0.0009268827,0.002057942,0.00269747,0.002096843,0.001416738,0.001022559,0.01727613],"category_scores_gemma":[0.02563446,0.0008591813,0.0006802272,0.002366498,0.0007772086,0.002506508,0.002794064,0.00221603,0.006863031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002709753,"about_ca_system_score_gemma":0.0101286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00618756,"about_ca_topic_score_gemma":0.009841633,"domain_scores_codex":[0.9922335,0.004078662,0.001124978,0.0008577525,0.001095523,0.0006095284],"domain_scores_gemma":[0.9854981,0.003031634,0.00249002,0.001533467,0.00572612,0.00172067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005517182,0.0106941,0.5007973,0.003351955,0.0003579431,0.001420701,0.0126891,0.0008528883,0.000955658,0.006294708,0.3021672,0.1549012],"study_design_scores_gemma":[0.005223551,0.01152105,0.4573113,0.004434193,0.0005575428,0.002012633,0.02881193,0.002637229,0.001783722,0.004662051,0.4806919,0.0003529561],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4068632,0.001864812,0.02433949,0.006135906,0.0006216495,0.3725481,0.1493313,0.0006537926,0.03764169],"genre_scores_gemma":[0.2691111,0.001699301,0.03760162,0.00450257,0.0005484431,0.6268318,0.05114308,0.0002524851,0.008309661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01727613,"threshold_uncertainty_score":0.07725531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.126812449581242,"score_gpt":0.4364932127874255,"score_spread":0.3096807632061835,"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."}}