{"id":"W7111798255","doi":"","title":"Epileptisten kohtauksien automaattinen tunnistaminen kaksiulotteisessa EEG-piirreavaruudessa","year":2011,"lang":"en","type":"other","venue":"Aaltodoc (Aalto University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Work (physics); Population; Life style; Falling (accident)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0004780725,0.001923237,0.001977363,0.006083643,0.0004269319,0.0001535848,0.003514697,0.001679662,0.03565171],"category_scores_gemma":[0.0001042841,0.00227974,0.0008403067,0.003313778,0.001114165,0.0005892044,0.001213356,0.001351695,0.06394257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001097173,"about_ca_system_score_gemma":0.0007079897,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007396712,"about_ca_topic_score_gemma":0.002902854,"domain_scores_codex":[0.9928347,0.0006358768,0.0007501907,0.002456805,0.001235353,0.002087077],"domain_scores_gemma":[0.9938748,0.0001709447,0.001504654,0.003053188,0.0003092173,0.001087187],"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":[0.0002151714,0.0004351689,0.001221634,0.0003016755,0.0009246739,0.001816418,0.000335382,0.000002367497,0.0002283062,0.02783493,0.9649003,0.001784043],"study_design_scores_gemma":[0.002515302,0.0002434056,0.002805102,0.0006228536,0.0009538314,0.0000748818,0.0003041454,0.00002842884,0.00005566576,0.00009077687,0.9898846,0.002421014],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002851496,0.0006324673,0.0003907264,0.0001030159,0.001168691,0.001543832,0.002856743,0.005312411,0.987707],"genre_scores_gemma":[0.00246727,0.000403939,0.002295713,0.0001816806,0.0007225013,0.00001149318,0.001118095,0.003891285,0.9889081],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02829086,"threshold_uncertainty_score":0.9996164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01738306762846477,"score_gpt":0.2056862191554248,"score_spread":0.1883031515269601,"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."}}