{"id":"W4411557572","doi":"10.1007/978-3-031-59781-7_19","title":"James Rutka","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Spinal Dysraphism and Malformations","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003284524,0.0008819574,0.0003983401,0.001505731,0.001866091,0.002725356,0.0006203582,0.001199953,0.23417],"category_scores_gemma":[0.0009402032,0.0004003948,0.0002483016,0.0008845192,0.0006622542,0.002379262,0.001713486,0.002228538,0.1431558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001115768,"about_ca_system_score_gemma":0.001010039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00438685,"about_ca_topic_score_gemma":0.01727343,"domain_scores_codex":[0.9997537,0.00003185066,0.000006784902,0.00005786967,0.0001195394,0.00003025504],"domain_scores_gemma":[0.9997857,0.0000505144,0.00001027057,0.00002091491,0.00008338859,0.00004914089],"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":[0.00000989328,0.00001958528,0.00004790389,0.00006187076,0.000001749126,0.00004485351,0.0002229622,0.00009925747,0.0001688799,0.03286298,0.8604795,0.1059806],"study_design_scores_gemma":[5.930179e-7,0.000001653734,0.00003568617,0.00003285633,4.986421e-7,0.00003167184,0.00003703064,0.00001659879,0.00002812939,0.001652465,0.9981613,0.000001531243],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003229994,0.02322421,0.001536076,0.005334177,0.004090817,0.00002571175,0.000165095,0.0002596275,0.9650413],"genre_scores_gemma":[0.0006604853,0.003129858,0.0002570185,0.0005970519,0.0001686146,0.000006238719,0.00002955458,0.00005353552,0.9950977],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.23417,"threshold_uncertainty_score":0.7833767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01512810373884147,"score_gpt":0.259810257455585,"score_spread":0.2446821537167435,"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."}}