{"id":"W4399693345","doi":"10.1101/2024.06.13.598909","title":"Months-long stability of the head-direction system","year":2024,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Memory and Neural Mechanisms","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Orientation (vector space); Head (geology); Code (set theory); Stability (learning theory); Neuroscience; Population; Computer science; Tracking (education); Component (thermodynamics); Computer vision; Artificial intelligence; Communication; Geography; Psychology; Biology; Physics; Mathematics; Medicine; Geometry; Machine learning","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001432544,0.0001031584,0.000190213,0.0002312358,0.0001787148,0.0003947711,0.0002529277,0.0002200356,0.001126759],"category_scores_gemma":[0.0002953314,0.0001067978,0.0001382967,0.0001121193,0.0003095135,0.0002887853,0.0003869986,0.0008483769,0.000349098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001895306,"about_ca_system_score_gemma":0.0001315438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005908881,"about_ca_topic_score_gemma":0.0006765266,"domain_scores_codex":[0.9999169,0.000005418717,0.000007026733,0.00002566407,0.00002353332,0.00002153045],"domain_scores_gemma":[0.999522,0.00002681401,0.0001682395,0.00008538917,0.00007599553,0.0001215768],"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":[0.0001498031,0.00004442776,0.009478176,0.0000249956,0.00002782935,0.0001371093,0.0001415824,0.00009705637,0.979313,0.0004798384,0.0002684386,0.009837902],"study_design_scores_gemma":[0.0000275348,0.0005776801,0.3742994,0.0000234573,0.00008846819,0.001490873,0.0003372337,0.001756167,0.612563,0.001243684,0.007546198,0.0000462692],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994127,0.0005998054,0.003733161,0.0000803496,0.00003164387,0.000004402003,0.000333513,0.00008055231,0.001009559],"genre_scores_gemma":[0.9976065,0.00008940046,0.0004557096,0.00003983427,0.000013261,0.000009259966,0.0003004523,0.00002077568,0.001464747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001126759,"threshold_uncertainty_score":0.003769398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05043153064698278,"score_gpt":0.2599792544177992,"score_spread":0.2095477237708164,"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."}}