{"id":"W2623777570","doi":"10.1186/s12987-017-0054-5","title":"Abstracts from Hydrocephalus 2016","year":2017,"lang":"en","type":"article","venue":"Fluids and Barriers of the CNS","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Protocol (science); Context (archaeology); Standardization; Urinary incontinence; Hydrocephalus; Physical medicine and rehabilitation; Test (biology); Physical therapy; Surgery; Pathology; Alternative medicine","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":[0.0001147759,0.0001384258,0.0001874064,0.00002295133,0.0008490881,0.0001230675,0.000811126,0.0000719256,0.0002377913],"category_scores_gemma":[0.00085811,0.00009056678,0.0001019997,0.00003543497,0.000534687,0.0002250465,0.0003250802,0.0001338622,0.00003708814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001254711,"about_ca_system_score_gemma":0.00006479143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004765379,"about_ca_topic_score_gemma":0.00002257119,"domain_scores_codex":[0.9989992,0.00002848607,0.0002032094,0.0003029718,0.0002370885,0.0002290128],"domain_scores_gemma":[0.998862,0.00006678626,0.0001481333,0.0007305534,0.0000199676,0.0001726187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005016956,0.00002312525,0.004404179,0.00001323197,0.00001054636,0.000007842238,0.0003450506,0.000004803682,0.9859525,0.001260407,0.005623245,0.002304891],"study_design_scores_gemma":[0.0008295615,0.00009712239,0.09588064,0.0001002024,0.00004523485,0.00001474124,0.0000540281,0.0005274694,0.8737106,0.007754758,0.02073529,0.000250363],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977592,0.0002544875,0.000008383585,0.001221475,0.000658619,0.0001079657,0.00009747658,0.0000212787,0.02003834],"genre_scores_gemma":[0.996856,0.0001647655,0.00003002968,0.0004772463,0.0001402875,0.000002698721,5.824598e-7,0.00001387908,0.002314518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1122419,"threshold_uncertainty_score":0.6530585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01770350820367159,"score_gpt":0.2531377437637665,"score_spread":0.2354342355600949,"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."}}