{"id":"W4410141305","doi":"10.1162/imag.a.14","title":"Neurophysiological mechanisms of focused attention meditation: A scoping systematic review","year":2025,"lang":"en","type":"article","venue":"Imaging Neuroscience","topic":"Mindfulness and Compassion Interventions","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"National Institute on Drug Abuse; National Institute of Mental Health; Canadian Institutes of Health Research","keywords":"Meditation; Psychology; Neurophysiology; Systematic review; Cognitive psychology; Psychotherapist; Cognitive science; Neuroscience; MEDLINE; History; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003250037,0.00009203233,0.0002978359,0.0001182493,0.0001188782,0.00002791646,0.0003614697,0.00001548569,0.0002875167],"category_scores_gemma":[0.0004528566,0.00007216456,0.0001297846,0.0005646675,0.000111466,0.0000911007,0.00008093184,0.00008985605,0.00003014053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008985599,"about_ca_system_score_gemma":0.00002520344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005758045,"about_ca_topic_score_gemma":2.964906e-7,"domain_scores_codex":[0.9985439,0.0002937567,0.000488425,0.0003221197,0.0001938753,0.0001579008],"domain_scores_gemma":[0.9991632,0.0001202124,0.0002322325,0.0003628513,0.0000887175,0.00003281805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001916965,0.0005055352,0.0001796023,0.1651586,0.00001589857,0.00005652592,0.00007212196,0.00001106874,0.06562734,0.7589476,0.007115487,0.002291058],"study_design_scores_gemma":[0.001342683,0.0003994881,0.03139831,0.8745484,0.000581889,0.0001170521,0.000373936,0.006777695,0.006627132,0.07705509,0.0001141832,0.0006640898],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005375902,0.002516181,0.9804176,0.002925285,0.004324953,0.001172883,0.000006842873,0.0001181866,0.003142135],"genre_scores_gemma":[0.9961509,0.00001312715,0.000100784,0.002132774,0.000009226052,0.0007876723,8.419025e-7,0.000004944959,0.0007997445],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.990775,"threshold_uncertainty_score":0.3148107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03697490959426647,"score_gpt":0.3675014869059508,"score_spread":0.3305265773116843,"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."}}