{"id":"W2005715500","doi":"10.1227/01.neu.0000374769.83712.e1","title":"Jacob Chandy","year":2010,"lang":"en","type":"article","venue":"Neurosurgery","topic":"History of Medical Practice","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Christian Medical College, Vellore","keywords":"Specialty; Medicine; Medical education; Family 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":[],"consensus_categories":[],"category_scores_codex":[0.001051277,0.0006997765,0.000462263,0.001394433,0.003698798,0.004442477,0.0009329452,0.002045511,0.09516951],"category_scores_gemma":[0.006374582,0.0002663709,0.0002621146,0.000705136,0.001278551,0.002473524,0.002629894,0.005073746,0.03551389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003346843,"about_ca_system_score_gemma":0.006770184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01045052,"about_ca_topic_score_gemma":0.01579035,"domain_scores_codex":[0.9985256,0.0001338615,0.00005211459,0.0003220173,0.0007414055,0.0002249533],"domain_scores_gemma":[0.9966573,0.0003004533,0.0001312164,0.000101927,0.001184904,0.001624291],"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":[0.000009947579,0.00001469298,0.0001989233,0.00004140447,0.000001505502,0.0001502694,0.0001825705,0.000021873,0.00008855078,0.004040563,0.9666592,0.02859055],"study_design_scores_gemma":[0.000002363346,0.000006632315,0.0001844524,0.00007025437,0.000001262438,0.0005901135,0.0002276152,0.00002212449,0.00008098545,0.0009452752,0.997863,0.000005981338],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004067095,0.09603067,0.002887364,0.3925403,0.1283676,0.0001087745,0.0005330379,0.00108769,0.3743774],"genre_scores_gemma":[0.02289558,0.03795602,0.001515418,0.09129489,0.01238261,0.00006553961,0.0003037862,0.0004652978,0.8331209],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09516951,"threshold_uncertainty_score":0.3183737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01793485409445837,"score_gpt":0.2797296614606609,"score_spread":0.2617948073662025,"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."}}