{"id":"W4220746083","doi":"10.3390/e24040476","title":"Epistemic Communities under Active Inference","year":2022,"lang":"en","type":"article","venue":"Entropy","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"Office of Naval Research","keywords":"Certainty; Inference; Leverage (statistics); Epistemology; Computer science; Sociology; Psychology; Data science; Artificial intelligence; Philosophy","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":[0.009749593,0.001013731,0.001568043,0.002746167,0.003367078,0.005049365,0.002902621,0.004862715,0.009824761],"category_scores_gemma":[0.05738759,0.0008856863,0.002659195,0.001220812,0.004958611,0.008366046,0.005216829,0.003812076,0.001111397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002903645,"about_ca_system_score_gemma":0.001777326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004221,"about_ca_topic_score_gemma":0.00288285,"domain_scores_codex":[0.9925674,0.003650641,0.0003247468,0.001675451,0.001188804,0.000592899],"domain_scores_gemma":[0.9260148,0.06046683,0.004114031,0.004145535,0.003391201,0.001867664],"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":[0.00008067172,0.00004371738,0.0008900087,0.0001157103,0.00006359895,0.0002394411,0.0007261646,0.04073165,0.0005504887,0.9450263,0.001347425,0.01018487],"study_design_scores_gemma":[0.00004035712,0.00001613211,0.0001715126,0.00002355267,0.0000182744,0.00007168464,0.00007569428,0.2001751,0.0001977009,0.7974915,0.001698789,0.00001966774],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08390161,0.001156945,0.8662511,0.006735093,0.000222343,0.0002740748,0.0006646453,0.0004781794,0.04031607],"genre_scores_gemma":[0.8720863,0.0008318442,0.1070468,0.0008813026,0.0006337544,0.000720776,0.0006289631,0.0001609298,0.01700926],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009824761,"threshold_uncertainty_score":0.05156136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01683359797661848,"score_gpt":0.2823731190776017,"score_spread":0.2655395211009832,"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."}}