{"id":"W3040359546","doi":"10.1103/physrevresearch.2.043174","title":"Search with home returns provides advantage under high uncertainty","year":2020,"lang":"en","type":"article","venue":"Physical Review Research","topic":"Diffusion and Search Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":126,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Tel Aviv University; Azrieli Foundation; Israel Science Foundation","keywords":"Foraging; Rate of return; Simple (philosophy); Process (computing); Search algorithm","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006143596,0.0001743351,0.000309218,0.00003298635,0.0001299688,0.00005834406,0.0005032946,0.00005016169,0.00008466794],"category_scores_gemma":[0.0003612529,0.0001190701,0.0001142456,0.0005156705,0.0003199043,0.000008584323,0.0004633935,0.0005755559,0.0001596052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003161301,"about_ca_system_score_gemma":0.00029021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003398349,"about_ca_topic_score_gemma":0.00001843934,"domain_scores_codex":[0.997247,0.0004628114,0.0001684156,0.0005799368,0.0009422648,0.0005995939],"domain_scores_gemma":[0.9985772,0.00009414055,0.00002716388,0.0004753233,0.0003731794,0.0004530344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001645756,0.001397809,0.001451204,0.007898789,0.0003157215,0.000148799,0.0004032122,0.0005228594,0.8774993,0.03242436,0.02937038,0.04692175],"study_design_scores_gemma":[0.007784582,0.02194709,0.005757808,0.005606121,0.0002245961,0.00007384046,0.002589799,0.03638944,0.1023301,0.009565006,0.8039587,0.003772955],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713505,0.0079003,0.000488787,0.01621985,0.00002129876,0.001256122,0.00005201099,0.00003661593,0.002674533],"genre_scores_gemma":[0.9782816,0.01781746,0.0001698853,0.002459668,0.0003145991,0.00007426394,0.000166677,0.00003860136,0.0006773038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7751693,"threshold_uncertainty_score":0.485554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05691233996083613,"score_gpt":0.4004087173313756,"score_spread":0.3434963773705395,"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."}}