{"id":"W2745398135","doi":"10.1093/neuros/nyx246","title":"Growing Brains","year":2017,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005911021,0.001215267,0.0006302942,0.001501079,0.001868773,0.004543471,0.001717992,0.001918661,0.3944258],"category_scores_gemma":[0.003935076,0.0003374012,0.0005883776,0.001100453,0.001124022,0.003903588,0.00378677,0.002204054,0.2489397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00150464,"about_ca_system_score_gemma":0.002776684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00410302,"about_ca_topic_score_gemma":0.005893382,"domain_scores_codex":[0.9993493,0.0001199464,0.00004303471,0.0001514747,0.000215711,0.0001204981],"domain_scores_gemma":[0.9990342,0.0001015967,0.00008071727,0.0001532696,0.0003891578,0.0002410191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001381315,0.00006367584,0.002120818,0.0004162931,0.00002539477,0.001337511,0.0008583967,0.0001087586,0.0008253581,0.03309739,0.5049353,0.4560729],"study_design_scores_gemma":[0.00001085046,0.00002496499,0.001171544,0.0002845305,0.00001048037,0.00170991,0.0005105565,0.00004780338,0.0001884935,0.008019247,0.9880102,0.00001138962],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.004559472,0.01052623,0.006535469,0.01149369,0.005083507,0.0002898198,0.004350307,0.001964222,0.9551971],"genre_scores_gemma":[0.06401632,0.02227699,0.01468248,0.01300572,0.002284394,0.000718237,0.007922409,0.001780047,0.8733134],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.3944258,"threshold_uncertainty_score":0.8637781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05375139424294528,"score_gpt":0.2927541615878274,"score_spread":0.2390027673448821,"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."}}