{"id":"W2033301400","doi":"10.1159/000120684","title":"The Use of Hypermedia for Parent Education in Pediatric Neurosurgery","year":2008,"lang":"en","type":"article","venue":"Pediatric Neurosurgery","topic":"Adolescent and Pediatric Healthcare","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Neurosurgery; Pediatric neurosurgery; Hypermedia; Medical physics; Medical education; Pediatrics; Surgery; Multimedia","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001222041,0.000347752,0.0006131061,0.0007013604,0.001112561,0.00001588431,0.0003160153,0.0003090478,0.00002511943],"category_scores_gemma":[0.004588116,0.0002812298,0.0002932363,0.001490835,0.00009114925,0.0002980413,0.0001299262,0.0009375949,0.00005991076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001120396,"about_ca_system_score_gemma":0.004601236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001754554,"about_ca_topic_score_gemma":0.00006390388,"domain_scores_codex":[0.9946356,0.0009723961,0.002030714,0.0005858107,0.0005718279,0.001203654],"domain_scores_gemma":[0.9838672,0.01367037,0.001003203,0.0006582306,0.0004552513,0.0003457838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001424807,0.0002607506,0.8149999,0.0005537597,0.000001883387,0.00001121949,0.0002586679,0.00001497299,0.000004569626,0.00004411373,0.181088,0.002619654],"study_design_scores_gemma":[0.0005066822,0.00006420953,0.9084002,0.00001917939,0.0000553427,0.000007301151,0.00009358607,0.00007965185,0.000002397662,0.0000650147,0.09043809,0.0002683606],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840879,0.002287254,0.00005395189,0.001400826,0.009973039,0.001903644,0.00009342361,0.0001047073,0.0000951925],"genre_scores_gemma":[0.9465396,0.04147422,0.0001110346,0.001743578,0.00762304,0.0005735705,0.00007135716,0.0001011109,0.001762423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09340025,"threshold_uncertainty_score":0.999964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1976044057046632,"score_gpt":0.3985800510187968,"score_spread":0.2009756453141336,"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."}}