{"id":"W6976756468","doi":"10.60692/crw0b-n8724","title":"Parallel factor analysis for multidimensional decomposition of functional near-infrared spectroscopy data","year":2022,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Human Mobility and Location-Based Analysis","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Principal component analysis; Artifact (error); Independent component analysis; Pattern recognition (psychology); Functional near-infrared spectroscopy; Decomposition; Multidimensional analysis; Component analysis; Functional principal component analysis","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001022245,0.00009952828,0.0002486653,0.0003233623,0.001302024,0.00008317303,0.0002738196,0.00004997947,0.0009138745],"category_scores_gemma":[0.00004909372,0.0001005769,0.0001858287,0.0007444975,0.00007887113,0.0005783935,0.00008766321,0.00007377668,0.00003960039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002345461,"about_ca_system_score_gemma":0.0002485906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003787731,"about_ca_topic_score_gemma":0.00004130366,"domain_scores_codex":[0.9981506,0.0002280089,0.0005838103,0.0001961594,0.0006581121,0.000183276],"domain_scores_gemma":[0.9987242,0.00005826512,0.0004073831,0.0004558929,0.0002792386,0.00007502837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008427551,0.00006994858,0.4603789,0.0003357616,0.00232134,8.549772e-7,0.2611362,0.2636378,0.00003588684,0.00830984,0.00242011,0.0005105521],"study_design_scores_gemma":[0.002024089,0.0001272474,0.2488148,0.00002287075,0.0009560991,0.000001564431,0.09113295,0.6458321,0.0001298435,0.0000263652,0.01047258,0.000459493],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3751091,0.000004689011,0.6204768,0.0001248937,0.0002279389,0.0005432462,0.002643878,0.00009088285,0.0007785414],"genre_scores_gemma":[0.9944186,7.111194e-8,0.002964685,0.00007614976,0.00006412478,0.0001227779,0.002104278,0.000004077603,0.0002452833],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6193094,"threshold_uncertainty_score":0.9999994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07133513804115245,"score_gpt":0.2952623660986953,"score_spread":0.2239272280575428,"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."}}