{"id":"W4386158806","doi":"10.23919/fusion52260.2023.10224158","title":"Bounded Subjective Opinions","year":2023,"lang":"en","type":"article","venue":"","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Defence Research and Development Canada","funders":"","keywords":"Bounded function; Dirichlet distribution; Upper and lower bounds; Mathematics; Distribution (mathematics); Computer science; Calculus (dental); Mathematical economics; Mathematical analysis","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":[0.00005004195,0.00004947073,0.0000602338,0.00003036301,0.0001340338,0.00003672961,0.00006955905,0.00001413883,0.0004823505],"category_scores_gemma":[0.000002192082,0.00004620591,0.00005095209,0.0002529447,0.00002764503,0.00005781049,0.00003545875,0.00005163699,0.0007206593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000733993,"about_ca_system_score_gemma":0.0000324476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003530415,"about_ca_topic_score_gemma":0.00000593453,"domain_scores_codex":[0.9996189,0.000009587307,0.00007048189,0.00009822763,0.00006040417,0.0001423558],"domain_scores_gemma":[0.9997945,0.00003184138,0.00001683892,0.00008920235,0.00002774239,0.00003982371],"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":[6.034397e-7,0.00001272933,0.02321955,6.901326e-7,0.00001615667,2.077213e-7,0.0002624846,0.00002615502,0.00003024744,0.9722779,0.002663565,0.001489657],"study_design_scores_gemma":[0.0006499118,0.0000464938,0.2175676,0.00001380135,0.000008934849,1.957393e-7,0.005401066,0.01031309,0.0004074592,0.6942175,0.0709003,0.0004736579],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5537282,0.000002091944,0.004070462,0.001146404,0.0006168651,0.00015442,0.00008739043,0.0002585062,0.4399357],"genre_scores_gemma":[0.9938467,0.000001066915,0.00009928743,0.00005095226,0.000147603,0.0000155044,0.0000791835,0.000006219621,0.00575352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4401185,"threshold_uncertainty_score":0.9262858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0154971763376448,"score_gpt":0.3003229579355388,"score_spread":0.284825781597894,"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."}}