{"id":"W1993192121","doi":"10.1167/7.12.13","title":"Dynamics of snakes and ladders","year":2007,"lang":"en","type":"article","venue":"Journal of Vision","topic":"Visual perception and processing mechanisms","field":"Neuroscience","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Tangent; Stimulus (psychology); Mathematics; Geometry; Computer science; Path integration; Artificial intelligence; Physics; Psychology; Cognitive psychology","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":[0.0004579112,0.00003770711,0.00008467959,0.0001020643,0.00003941213,0.00001663546,0.00006519222,0.00003222451,0.00004811632],"category_scores_gemma":[0.0001637628,0.00002771451,0.00002937983,0.00009625035,0.00004203292,0.0001393347,0.00001360778,0.00009105502,0.000002154084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001160991,"about_ca_system_score_gemma":0.00001359831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.769121e-7,"about_ca_topic_score_gemma":0.000002308051,"domain_scores_codex":[0.9994459,0.00002212544,0.0002121098,0.00005199486,0.0002019836,0.00006593555],"domain_scores_gemma":[0.9995874,0.00007207254,0.0002003998,0.00003593759,0.00005048046,0.00005367954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006883845,0.00004343437,0.0001078231,0.00001404519,7.557895e-7,0.00001029478,0.0002288724,0.00000777297,0.9482296,0.001049734,0.00009814561,0.05014073],"study_design_scores_gemma":[0.002157312,0.003900147,0.03675966,0.0005170736,0.00003777843,0.0009774672,0.002518372,0.01121807,0.919582,0.02021928,0.001816847,0.0002959708],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986963,0.00003092028,0.0115705,0.0004073723,0.0001782713,0.00001607082,7.63001e-7,0.000004038624,0.0008291166],"genre_scores_gemma":[0.9984292,0.00007995978,0.001125974,0.0002156833,0.00003205585,1.523695e-8,8.150152e-8,0.000003869867,0.000113126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04984476,"threshold_uncertainty_score":0.1130165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03507533757463917,"score_gpt":0.3560631207386458,"score_spread":0.3209877831640067,"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."}}