{"id":"W1916001008","doi":"10.2196/rehab.4109","title":"Disease Profiling for Computerized Peer Support of Ménière's Disease","year":2015,"lang":"en","type":"article","venue":"JMIR Rehabilitation and Assistive Technologies","topic":"Vestibular and auditory disorders","field":"Neuroscience","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Disease; Profiling (computer programming); Computer science; Medicine; Internal medicine; Operating system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0001824967,0.0001271731,0.0001748171,0.0001286098,0.00008404525,0.00002918604,0.0001470132,0.00004959548,0.000002923294],"category_scores_gemma":[0.008424609,0.0001081427,0.00006839533,0.0001782082,0.0006230919,0.0001683354,0.00008398763,0.00006865995,0.000003712831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002500677,"about_ca_system_score_gemma":0.0000880775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.867876e-7,"about_ca_topic_score_gemma":2.620774e-7,"domain_scores_codex":[0.9989842,0.00005233343,0.0002106321,0.0003595298,0.0002369274,0.0001563593],"domain_scores_gemma":[0.998924,0.0004384957,0.000120197,0.0002154058,0.0001963983,0.0001054904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006102778,0.003225517,0.5188159,0.002828705,0.00006164471,0.0000502888,0.002665146,0.001687458,0.09025273,0.1914715,0.06080794,0.1220304],"study_design_scores_gemma":[0.01488891,0.00655294,0.4840818,0.0004628193,0.0002400112,0.000006648414,0.02287869,0.03156888,0.07748059,0.2320358,0.1272736,0.002529305],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9570485,0.0001124309,0.0188909,0.01938636,0.0003614727,0.002494193,0.0004061071,0.001063809,0.0002361765],"genre_scores_gemma":[0.9903563,0.000003169325,0.008948186,0.00008099121,0.00001499623,0.0004364646,0.00002049842,0.00001130586,0.0001280573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1195011,"threshold_uncertainty_score":0.9999279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03639973667870761,"score_gpt":0.3190175115796923,"score_spread":0.2826177749009847,"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."}}