{"id":"W4401431707","doi":"10.1007/s42979-024-03109-4","title":"Adding Dimensionality Reduction analysis of Texture descriptors for Tourette’s Syndrome classification","year":2024,"lang":"en","type":"article","venue":"SN Computer Science","topic":"Obsessive-Compulsive Spectrum Disorders","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Dimensionality reduction; Artificial intelligence; Pattern recognition (psychology); Principal component analysis; Computer science; Categorization; Curse of dimensionality; Feature extraction; Machine learning","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":[],"consensus_categories":[],"category_scores_codex":[0.000614737,0.0001357123,0.0002464938,0.0008819154,0.000200902,0.0001081274,0.0004269791,0.00006923651,0.0001538385],"category_scores_gemma":[0.0000292336,0.000124235,0.000192424,0.003840126,0.0004254811,0.0003252566,0.00007573236,0.0001289533,0.00002335999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001355864,"about_ca_system_score_gemma":0.0001285576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005652014,"about_ca_topic_score_gemma":0.000007782748,"domain_scores_codex":[0.9982036,0.00006333344,0.0003018022,0.0007608226,0.0003632025,0.0003072337],"domain_scores_gemma":[0.9990439,0.0001259371,0.0001242533,0.0004501751,0.0001789899,0.00007678885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001119739,0.000601399,0.009374146,0.00021544,0.002571355,0.00004540861,0.01087615,0.006933906,0.08337199,0.6924536,0.02171834,0.1717263],"study_design_scores_gemma":[0.0003303217,0.0002895777,0.5940339,0.0001120746,0.0006858117,0.00007612143,0.0005789355,0.3957047,0.001114603,0.004694896,0.001938398,0.0004406996],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7032899,0.0003576642,0.2891912,0.001125128,0.004759576,0.0003294983,0.0000392136,0.0001328039,0.0007749854],"genre_scores_gemma":[0.9907734,0.000001578309,0.008866866,0.00005281208,0.0001053415,0.00002604786,0.00002710562,0.00001081478,0.0001360511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6877587,"threshold_uncertainty_score":0.5066158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02835095657288365,"score_gpt":0.3297048787353463,"score_spread":0.3013539221624626,"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."}}