{"id":"W4206285841","doi":"10.1177/19418744211056781","title":"Clinical Problem Solving: Decreased Level of Consciousness and Unexplained Hydrocephalus","year":2022,"lang":"en","type":"article","venue":"The Neurohospitalist","topic":"Neurological and metabolic disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Medicine; Coma (optics); Differential diagnosis; Intensive care medicine; Pediatrics; Consciousness; Neuroimaging; Level of consciousness; Consciousness Disorders; Medical history; Internal medicine; Psychiatry; Pathology; Anesthesia; Neuroscience; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00050432,0.0001424014,0.0003916208,0.00004056287,0.0002158354,0.00001000111,0.0002079344,0.00003388467,0.0001454537],"category_scores_gemma":[0.0002967569,0.0000925464,0.0001287383,0.0002176354,0.0004799189,0.00002825777,0.0002693204,0.0003448146,0.000003573408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005994454,"about_ca_system_score_gemma":0.00007674126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009378039,"about_ca_topic_score_gemma":0.000005705559,"domain_scores_codex":[0.9985001,0.0002303619,0.000415252,0.000310365,0.0003162103,0.000227718],"domain_scores_gemma":[0.9990356,0.0002865164,0.0001545133,0.0003302104,0.00004756713,0.0001455719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01142421,0.01322796,0.7010981,0.001273242,0.0009822632,0.001797601,0.004956143,0.0002693805,0.04701346,0.0655888,0.05626086,0.09610792],"study_design_scores_gemma":[0.01335781,0.007728671,0.8428193,0.00004878126,0.0008136975,0.0008426114,0.001373932,0.0009597614,0.001129124,0.01132044,0.1189655,0.000640366],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886194,0.0004247704,0.00002003908,0.006280215,0.000245641,0.0005306343,0.00003482097,0.00005457825,0.003789866],"genre_scores_gemma":[0.994289,0.00009399814,0.000108081,0.004496851,0.00005519382,0.00004264641,0.00001024702,0.00002074563,0.0008832364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1417211,"threshold_uncertainty_score":0.3773933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05867669922312651,"score_gpt":0.3101342772820581,"score_spread":0.2514575780589315,"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."}}