{"id":"W2952693328","doi":"","title":"The size of a pond in 2D invasion percolation","year":2007,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Stochastic processes and statistical mechanics","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Percolation (cognitive psychology); Bernoulli's principle; RADIUS; Square lattice; Mathematics; Statistical physics; Percolation threshold; Cluster (spacecraft); Lattice (music); Order (exchange); Combinatorics; Physics; Thermodynamics; Quantum mechanics; Computer science; Economics; 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":[0.000536534,0.0001681158,0.0002762481,0.00009799037,0.00007895656,0.00001854564,0.0003861038,0.0002495875,0.00003750543],"category_scores_gemma":[0.001987773,0.0001460927,0.00009026201,0.0003176143,0.00007274764,0.00004575347,0.0003970547,0.0004219841,0.000007690792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001342335,"about_ca_system_score_gemma":0.000125397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007023387,"about_ca_topic_score_gemma":0.0002957573,"domain_scores_codex":[0.9989849,0.00005767409,0.0002905376,0.0003441967,0.0001042982,0.0002183642],"domain_scores_gemma":[0.9964021,0.002696899,0.000257604,0.0004200425,0.0001612558,0.00006210828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001519697,0.00009517318,0.0001888589,0.0002916737,0.00002786209,0.00005842419,0.0002629721,0.001350991,0.00006237589,0.9967729,0.00008094546,0.0006557987],"study_design_scores_gemma":[0.0003395892,0.00004797371,0.0004629231,0.0002047568,0.00006837893,0.000001465904,0.0003571091,0.08298432,0.00009005794,0.9152489,0.00003968177,0.0001548875],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.36957,0.00005251167,0.6275202,0.0000336261,0.000199656,0.0003645483,0.00002305526,0.00003021099,0.002206233],"genre_scores_gemma":[0.9967522,0.0001199847,0.002568237,0.00001465049,0.00002828605,7.693662e-7,0.000003303445,0.00001581265,0.0004967629],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6271822,"threshold_uncertainty_score":0.5957487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1346025105712226,"score_gpt":0.2443943568564667,"score_spread":0.1097918462852441,"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."}}