{"id":"W4410579692","doi":"10.1101/2025.05.20.655207","title":"Inhibitory Circuit Compensations in Female and Male Mice: Increased Synaptic Output Offsets Reduced Parvalbumin Interneuron Density","year":2025,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Cumming School of Medicine, University of Calgary; Alberta Children's Hospital Research Institute; Directorate for Biological Sciences; National Institutes of Health; Natural Sciences and Engineering Research Council of Canada; Fondation Brain Canada","keywords":"Parvalbumin; Interneuron; Inhibitory postsynaptic potential; Neuroscience; Psychology; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002607452,0.0008888011,0.0005677392,0.001525805,0.000289615,0.0006511171,0.000585826,0.0008363537,0.006023016],"category_scores_gemma":[0.0002912526,0.0004164278,0.000598276,0.0002619959,0.0007217047,0.0004702644,0.0005116067,0.001924396,0.0008149255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003458624,"about_ca_system_score_gemma":0.0002500711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006103948,"about_ca_topic_score_gemma":0.0007645779,"domain_scores_codex":[0.9993702,0.00004808767,0.00006616554,0.0002369366,0.0001578467,0.0001208753],"domain_scores_gemma":[0.9992127,0.00005298737,0.0003512495,0.00005283962,0.00006055718,0.0002696796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005358688,0.0001170335,0.001460404,0.00006962728,0.00002915061,0.0002872593,0.00005618777,0.00005859103,0.99387,0.0002316178,0.0001566227,0.003127495],"study_design_scores_gemma":[0.0001246343,0.001090489,0.0730668,0.00007148046,0.0002005316,0.002678744,0.0003222922,0.001313682,0.9150936,0.0005471852,0.005434173,0.00005634212],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877517,0.001067495,0.004733534,0.0003160961,0.0001485596,0.00003045599,0.00364482,0.0004155,0.001891718],"genre_scores_gemma":[0.9823214,0.0006817724,0.003544348,0.0003116049,0.00004959856,0.0001503101,0.001892819,0.0004671012,0.01058109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006023016,"threshold_uncertainty_score":0.02014899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02653544070182499,"score_gpt":0.231182355971739,"score_spread":0.204646915269914,"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."}}