{"id":"W2108508218","doi":"10.5430/air.v1n1p55","title":"Anomalous pattern based clustering of mental tasks with subject independent learning – some preliminary results","year":2012,"lang":"en","type":"article","venue":"Artificial Intelligence Research","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subject (documents); Cluster analysis; Computer science; Pattern recognition (psychology); Artificial intelligence; Electroencephalography; Class (philosophy); Task (project management); Machine learning; Psychology; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002299643,0.0002040649,0.0002313461,0.0003863142,0.0003737267,0.0001359949,0.0006452304,0.0000988473,0.00009014578],"category_scores_gemma":[0.0006056041,0.0001687109,0.00007028411,0.0005793397,0.0004692197,0.0005019482,0.0003988715,0.0007907337,0.0001787543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009934494,"about_ca_system_score_gemma":0.0001029573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002984038,"about_ca_topic_score_gemma":0.00005041524,"domain_scores_codex":[0.9958933,0.0007826565,0.0005382848,0.0005648543,0.00120298,0.001017912],"domain_scores_gemma":[0.9978194,0.001278501,0.0001453237,0.0003977595,0.0001410525,0.0002179748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.006105388,0.001797429,0.01029828,0.0002387562,0.00003726714,0.0001961462,0.01353238,0.01317949,0.64627,0.001727374,0.0001591419,0.3064584],"study_design_scores_gemma":[0.00009728599,0.002031678,0.0006908722,0.0001532033,0.000004035826,0.00003288783,0.001471194,0.06729009,0.9276591,0.0001996714,0.0001685322,0.000201432],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839452,0.00008859199,0.01372224,0.0003932964,0.0003030989,0.000472809,0.00002122431,0.00007399519,0.0009795517],"genre_scores_gemma":[0.9992113,0.0000206048,0.0002384185,0.00007284212,0.0002182181,0.00002879516,0.000006224048,0.00003282483,0.0001707788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3062569,"threshold_uncertainty_score":0.6879833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.151346094927552,"score_gpt":0.3828638795828137,"score_spread":0.2315177846552617,"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."}}