{"id":"W2101320524","doi":"10.2139/ssrn.1269035","title":"Understanding Social Systems: A Free Energy Perspective","year":2008,"lang":"en","type":"article","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":"University of Northern British Columbia","funders":"","keywords":"Perspective (graphical); Energy (signal processing); Political science; Psychology; Business; Social psychology; Computer science; Physics","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":[0.002019057,0.0007718366,0.00141366,0.002598838,0.001553554,0.00513362,0.002390437,0.003689225,0.005677556],"category_scores_gemma":[0.004999565,0.0006186046,0.001022949,0.001786146,0.007882261,0.01204661,0.002629898,0.002870064,0.0006048119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001779197,"about_ca_system_score_gemma":0.001010126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003129769,"about_ca_topic_score_gemma":0.002092321,"domain_scores_codex":[0.9990094,0.0004488287,0.00003190325,0.0001537759,0.0002572564,0.00009880938],"domain_scores_gemma":[0.9958454,0.003219147,0.0002214083,0.000300798,0.0001970657,0.0002162723],"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":[0.000002849747,0.00001470209,0.0002297481,0.0000414432,0.00002005008,0.00002149456,0.00019982,0.005426709,0.0001163831,0.9909232,0.0004599167,0.002543668],"study_design_scores_gemma":[0.0000021796,0.000003804445,0.0001399855,0.00001304907,0.000004559264,0.00001104293,0.00008585677,0.00652382,0.0000216713,0.9917602,0.001429696,0.000004323719],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07716803,0.01784235,0.6380211,0.08052952,0.0008510143,0.000100199,0.0004228758,0.0001628405,0.1849022],"genre_scores_gemma":[0.9429637,0.007783632,0.0370032,0.001894714,0.001864793,0.000160684,0.0001438421,0.00006923282,0.008116258],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005677556,"threshold_uncertainty_score":0.01899332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03559778867952476,"score_gpt":0.2589618631859726,"score_spread":0.2233640745064479,"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."}}