{"id":"W4310292365","doi":"","title":"Four grid cell modules can code for a precise location at a low error","year":2022,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Embedded Systems Design Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Code (set theory); Grid; Programming language; Geology; Geodesy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007606561,0.0005462294,0.0006069499,0.000400848,0.0007491178,0.0006249025,0.005071648,0.0003712109,0.00006677119],"category_scores_gemma":[0.001044457,0.0006294362,0.0003600941,0.000665639,0.0001794741,0.0002718265,0.005291772,0.0007227421,0.00002380475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009048106,"about_ca_system_score_gemma":0.0006747565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009196711,"about_ca_topic_score_gemma":0.003322043,"domain_scores_codex":[0.9901733,0.005796313,0.0009158726,0.001667549,0.0008400623,0.0006068715],"domain_scores_gemma":[0.9888136,0.001781279,0.001164153,0.005182169,0.002795185,0.0002636567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002204308,0.006109948,0.002663338,0.01004254,0.0006686648,0.00009458542,0.1764986,0.01216281,0.06298043,0.4455181,0.1718067,0.1112339],"study_design_scores_gemma":[0.001452286,0.000005609139,0.0007411356,0.003214306,0.0001009398,0.00005480256,0.0002717224,0.5650343,0.3372503,0.02605937,0.06372867,0.002086623],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01574469,0.0008753971,0.9659294,0.005428178,0.0007361288,0.002519153,0.0004334721,0.00120033,0.007133273],"genre_scores_gemma":[0.5450464,0.0001928838,0.4315002,0.0001650239,0.00006530929,0.002555848,0.0008112546,0.0001144047,0.01954868],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5528715,"threshold_uncertainty_score":0.9996157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02661675493207509,"score_gpt":0.2487089716835708,"score_spread":0.2220922167514957,"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."}}