{"id":"W2321201253","doi":"10.3174/ajnr.a3425","title":"What's Coming Down the Pipe—And Should We Be Excited, Concerned, or Both?","year":2012,"lang":"en","type":"letter","venue":"American Journal of Neuroradiology","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Pipeline (software); Embolization; Surgery; General surgery; Engineering; Mechanical engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.002214758,0.0006347068,0.0008412773,0.0005410258,0.007153835,0.003843915,0.00134492,0.01737097,0.003509829],"category_scores_gemma":[0.01305231,0.0002334377,0.0005664782,0.000782907,0.004028282,0.005793049,0.001188143,0.02101777,0.002035167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00990293,"about_ca_system_score_gemma":0.01368215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1343492,"about_ca_topic_score_gemma":0.24838,"domain_scores_codex":[0.9974819,0.0004682315,0.0001368069,0.0002026601,0.00105843,0.0006519973],"domain_scores_gemma":[0.9946372,0.001071642,0.0005525031,0.00008138789,0.001864599,0.001792553],"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":[0.00009978268,0.00009893603,0.007700321,0.000198077,0.00003418088,0.01141219,0.002515259,0.0001227471,0.0007100893,0.005066047,0.9146329,0.05740949],"study_design_scores_gemma":[0.00008128739,0.0002403366,0.007743759,0.001253468,0.00006804523,0.0429771,0.01727997,0.0005088648,0.0004082005,0.0185168,0.9106867,0.0002355366],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001704799,0.004010322,0.0002403343,0.984019,0.0065307,0.000006336279,0.00002541817,0.00001568201,0.003447391],"genre_scores_gemma":[0.02937353,0.008507247,0.001167828,0.9331635,0.02070772,0.00001672061,0.00004199659,0.00003209696,0.006989264],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1343492,"threshold_uncertainty_score":0.2671344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0601016559420319,"score_gpt":0.3106588042915716,"score_spread":0.2505571483495397,"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."}}