{"id":"W4407934825","doi":"10.1016/j.brs.2024.12.046","title":"Magnus Neuromodulation System with Stanford Accelerated Intelligent Neuromodulation Therapy (SAINT) as a Personalized Continuation Therapy for Depression: An Open-Label Pilot Trial","year":2025,"lang":"en","type":"article","venue":"Brain stimulation","topic":"Neurological disorders and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Magnus Chemicals (Canada)","funders":"","keywords":"Neuromodulation; Depression (economics); Continuation; Open label; Medicine; Randomized controlled trial; Physical medicine and rehabilitation; Psychology; Computer science; Internal medicine; Central nervous system","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":[0.000336453,0.0003189964,0.000452229,0.0001900014,0.0003062677,0.0002132688,0.000156765,0.0001336165,0.00006128618],"category_scores_gemma":[0.0001813235,0.0002334108,0.00005743856,0.0004418172,0.00004699881,0.0004274987,0.00003140814,0.0001290665,0.00000546702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001451871,"about_ca_system_score_gemma":0.0001382437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001508004,"about_ca_topic_score_gemma":0.00001624584,"domain_scores_codex":[0.9978552,0.000303416,0.0005230977,0.0006844815,0.0003722777,0.0002615538],"domain_scores_gemma":[0.9984679,0.0003408476,0.000283334,0.0003837892,0.0004151364,0.0001089762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.6499677,0.005893645,0.0112722,0.00009512065,0.0003188909,0.00003344469,0.0003390873,0.005115268,0.0245911,0.008535482,0.0003488327,0.2934892],"study_design_scores_gemma":[0.3962305,0.04307366,0.1834822,0.0002228025,0.0001760198,0.00001353048,0.0001029203,0.3703787,0.001670521,0.002509767,0.001687882,0.0004515141],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9455214,0.000170777,0.04187274,0.001429844,0.0002435923,0.01014765,0.00001473906,0.0002162586,0.0003829963],"genre_scores_gemma":[0.9947358,0.00003291494,0.0008580179,0.001874746,0.00009734953,0.0007411763,0.000840518,0.00004812379,0.0007713689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3652635,"threshold_uncertainty_score":0.9518214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1282756367889685,"score_gpt":0.382547368155321,"score_spread":0.2542717313663525,"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."}}