{"id":"W4416614350","doi":"10.1007/s10103-025-04732-0","title":"A high-power near-infrared photobiomodulation device: design, fabrication, and primary impact on treatment-resistant depression","year":2025,"lang":"en","type":"article","venue":"Lasers in Medical Science","topic":"Laser Applications in Dentistry and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Depression (economics); Rating scale; Intervention (counseling); Major depressive disorder; Significant difference","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":[0.0008368777,0.0001595043,0.0002645438,0.0002049941,0.0002263151,0.0000386534,0.0002047594,0.0001195291,0.0002171775],"category_scores_gemma":[0.0009313934,0.0001005773,0.00003494145,0.001373353,0.0007192994,0.0001029415,0.00006105812,0.0001699077,0.00001057224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004923315,"about_ca_system_score_gemma":0.0009882397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001542429,"about_ca_topic_score_gemma":0.00001824197,"domain_scores_codex":[0.9982261,0.00005590199,0.0003060469,0.0004852766,0.0006396552,0.0002870367],"domain_scores_gemma":[0.9987865,0.000273518,0.00006773711,0.0004313979,0.0001028467,0.0003379729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004235454,0.003322223,0.2658151,0.0003234156,0.0001479844,0.0005158742,0.001301516,0.0004063555,0.1973528,0.001550175,0.007839644,0.5171895],"study_design_scores_gemma":[0.00336732,0.0004747906,0.9621779,0.0006209094,0.00005542726,0.00002764648,0.0000548755,0.004029009,0.0265828,0.0006208314,0.001862955,0.000125507],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891542,0.0001525244,0.006027744,0.001478171,0.0001938723,0.0007248769,0.000005735048,0.00005144037,0.002211421],"genre_scores_gemma":[0.9938282,0.00009772848,0.0037892,0.001431576,0.00003452699,0.0001024511,0.00003077151,0.00000612547,0.0006794562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6963629,"threshold_uncertainty_score":0.4101423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01209552794624806,"score_gpt":0.3401031822005927,"score_spread":0.3280076542543446,"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."}}