{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004418569,0.000262485,0.0007139273,0.001602851,0.001041385,0.00381359,0.0005585859,0.001818153,0.005434288],"category_scores_gemma":[0.06751873,0.0002995652,0.0004192347,0.001286346,0.001917006,0.004943157,0.001462848,0.001257114,0.0004464447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001153406,"about_ca_system_score_gemma":0.0002476993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001599914,"about_ca_topic_score_gemma":0.0009645306,"domain_scores_codex":[0.9979195,0.0007812321,0.0001020052,0.0004198579,0.0005839791,0.000193536],"domain_scores_gemma":[0.9359737,0.0551522,0.00425475,0.001830525,0.001875894,0.0009129294],"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":[0.0005692499,0.0001908216,0.04100634,0.0001812797,0.0003731402,0.0003482929,0.004813343,0.053061,0.002619636,0.8266129,0.005043614,0.06518044],"study_design_scores_gemma":[0.00004410043,0.00006709792,0.02696779,0.00003035456,0.00005392775,0.0001264921,0.0009578808,0.09450941,0.0003854835,0.8744029,0.002405525,0.00004888358],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9172144,0.00129156,0.04329716,0.004193178,0.0001069031,0.00002802809,0.0002421606,0.00004848874,0.03357816],"genre_scores_gemma":[0.9979778,0.0001710178,0.0006768712,0.00003934253,0.00008413428,0.000008745532,0.00003304183,0.000006691047,0.001002442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005434288,"threshold_uncertainty_score":0.02336788,"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."}}