{"id":"W2551413308","doi":"10.1103/physreve.96.022313","title":"Color-avoiding percolation","year":2017,"lang":"en","type":"article","venue":"Physical review. E","topic":"melanin and skin pigmentation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Horizon 2020 Framework Programme; Azrieli Foundation; European Commission","keywords":"Percolation (cognitive psychology); Statistical physics; Materials science; Physics; Psychology; Neuroscience","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":[0.0001222687,0.0000595867,0.00009206981,0.000003860564,0.0001859421,0.00002681131,0.0001272914,0.00001960224,0.00001409292],"category_scores_gemma":[0.0002450297,0.00005137694,0.00006314188,0.00001043795,0.00002397305,0.000004859515,0.00004941349,0.0000412656,0.00006175629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005731471,"about_ca_system_score_gemma":0.00001085165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004116009,"about_ca_topic_score_gemma":0.000002307342,"domain_scores_codex":[0.9995944,0.0000363313,0.00007428947,0.000139747,0.0000748714,0.00008032578],"domain_scores_gemma":[0.9995741,0.000007518554,0.00007477696,0.0002800679,0.00002873097,0.00003484502],"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":[0.000008444355,0.00003973548,0.002138172,0.0001169789,0.00001258359,7.382218e-7,0.00002068179,0.000001655154,0.9823977,0.002047342,0.005898428,0.007317553],"study_design_scores_gemma":[0.0009536142,0.0004635025,0.06829885,0.0007778346,0.0001465722,0.00001028349,0.00003685648,0.001646003,0.7086062,0.00440045,0.2140356,0.0006242771],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889522,0.001468634,0.0004985061,0.0003974038,0.00009718164,0.0001590225,0.000002289485,0.000005250986,0.008419542],"genre_scores_gemma":[0.9958134,0.003028261,0.00009700711,0.0003715147,0.0003737857,0.00002000487,0.0000443502,0.000006629348,0.0002450986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2737915,"threshold_uncertainty_score":0.2095091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02210001260430556,"score_gpt":0.3840865429929558,"score_spread":0.3619865303886503,"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."}}