{"id":"W2328078749","doi":"10.1103/physrevlett.109.079801","title":"Comment on “Dynamic Opinion Model and Invasion Percolation”","year":2012,"lang":"en","type":"letter","venue":"Physical Review Letters","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Percolation (cognitive psychology); Statistical physics; Physics; Percolation threshold; Theoretical physics; Condensed matter physics; Mathematical economics; Quantum mechanics; Mathematics; Psychology; Neuroscience; Electrical resistivity and conductivity","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":[0.0001346495,0.0003891002,0.0006032337,0.00004174381,0.0001500363,0.00005788707,0.000214987,0.00005179737,0.0000371831],"category_scores_gemma":[0.000005080055,0.0003417963,0.0002764051,0.0000872641,0.00008168565,0.000141948,0.0001059462,0.001116893,0.0001102678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007942391,"about_ca_system_score_gemma":0.00002639389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003416457,"about_ca_topic_score_gemma":1.133894e-7,"domain_scores_codex":[0.9984272,0.0001253399,0.0003035882,0.0004122563,0.0003541705,0.0003774604],"domain_scores_gemma":[0.9991089,0.0001476227,0.0002312966,0.00038211,0.00003623369,0.0000938382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002079694,0.0000931101,0.0001536076,0.0009601573,0.00006478469,9.17077e-7,0.0001144157,0.00023754,0.00007219284,0.005946245,0.9892027,0.0031523],"study_design_scores_gemma":[0.0001972135,0.00003436566,0.0001573055,0.002961397,0.0001161879,3.524121e-7,0.000003852767,0.02829929,0.000001135556,0.002462679,0.965125,0.0006412056],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002532062,0.001422046,0.0008229018,0.993337,0.000325987,0.0007454607,0.0001453848,0.00003143045,0.0006377543],"genre_scores_gemma":[0.03341428,0.001980539,0.0001225074,0.9611837,0.002270255,0.000124755,0.0008189584,0.00005376734,0.00003123826],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03215327,"threshold_uncertainty_score":0.9999034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0277873539673894,"score_gpt":0.3158726456404417,"score_spread":0.2880852916730523,"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."}}