{"id":"W2041362744","doi":"10.1111/epi.12301","title":"Informatics—a computational approach to the complexity of the epilepsies","year":2013,"lang":"en","type":"letter","venue":"Epilepsia","topic":"Fractal and DNA sequence analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital","funders":"","keywords":"CLARITY; Terminology; Ontology; Computer science; Taxonomy (biology); Informatics; Domain (mathematical analysis); Correctness; Data science; Artificial intelligence; Cognitive science; Psychology; Epistemology; Biology","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":[0.002896734,0.0009275409,0.0009885979,0.006504772,0.001117482,0.006800008,0.002435415,0.001799104,0.006682569],"category_scores_gemma":[0.008703202,0.0005709028,0.001880186,0.003522926,0.008996756,0.01091652,0.003878385,0.005003624,0.00102435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002806433,"about_ca_system_score_gemma":0.002525658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003797665,"about_ca_topic_score_gemma":0.003893693,"domain_scores_codex":[0.9983663,0.0008611293,0.0001276506,0.0002392349,0.000341814,0.00006384432],"domain_scores_gemma":[0.9914024,0.007119669,0.0003399733,0.0005430191,0.0004076327,0.0001872914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001366947,0.00001722978,0.001000399,0.0004652473,0.00008448463,0.0001165402,0.0004689379,0.006029909,0.000164733,0.937697,0.01256453,0.04137733],"study_design_scores_gemma":[0.000005929506,0.000008296009,0.0004786284,0.0002853034,0.00001838839,0.0001802875,0.0002487364,0.009677771,0.00006819104,0.9251413,0.06386893,0.00001822003],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.008194981,0.08293915,0.7156982,0.1132422,0.002232631,0.000169305,0.001140326,0.0007567685,0.07562645],"genre_scores_gemma":[0.2496432,0.09800683,0.608353,0.01805206,0.008766613,0.0007226537,0.002564954,0.0003797911,0.01351089],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.006800008,"threshold_uncertainty_score":0.02235544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02575974778804299,"score_gpt":0.2329101998621434,"score_spread":0.2071504520741004,"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."}}