{"id":"W4388331742","doi":"10.2139/ssrn.4623332","title":"Uncertainty and Dispersion of Opinions","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Dispersion (optics); Data science; Computer science; Geography; Physics; Optics","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":[0.0006112875,0.0001657556,0.0002799819,0.00008333405,0.0001638766,0.00005121386,0.0002422535,0.0000987668,0.00002051797],"category_scores_gemma":[0.000009209195,0.0001540678,0.0001891462,0.00008248531,0.00008097553,0.00004593735,0.0002909198,0.002183382,0.000005806879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000173223,"about_ca_system_score_gemma":0.001573442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001160947,"about_ca_topic_score_gemma":0.0001351864,"domain_scores_codex":[0.998367,0.00005141505,0.000306049,0.0002074905,0.0001709984,0.000897015],"domain_scores_gemma":[0.9993248,0.00004690825,0.0002978271,0.000165853,0.0000932711,0.00007137089],"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":[0.00001273669,0.0000510325,0.0202728,0.00002855811,0.0003635822,3.53407e-7,0.0003250762,0.002630325,0.00002755241,0.9625365,0.0001165831,0.01363492],"study_design_scores_gemma":[0.0002694778,0.00006838087,0.00219302,0.0001292318,0.00004000128,0.000002884069,0.002342886,0.002094967,0.000004971137,0.9921114,0.0005447184,0.0001980151],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.972693,0.001602876,0.01934932,0.002388252,0.001734797,0.0003637447,0.0003767415,0.00004664638,0.001444679],"genre_scores_gemma":[0.9961772,0.002397448,0.00004621683,0.000007665863,0.0004388733,0.000006145054,0.00009836469,0.00002339962,0.0008046791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02957496,"threshold_uncertainty_score":0.9485829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01337903467369346,"score_gpt":0.285528458363866,"score_spread":0.2721494236901726,"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."}}