{"id":"W2953867108","doi":"10.3389/fpsyg.2020.00417","title":"A World Unto Itself: Human Communication as Active Inference","year":2020,"lang":"en","type":"preprint","venue":"Frontiers in Psychology","topic":"Language and cultural evolution","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Wellcome Trust","keywords":"Human communication; Inference; Psychology; Cognitive science; Principal (computer security); Cognitive psychology; Epistemology; Communication; Computer science; Artificial intelligence","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":[0.003583696,0.0004388537,0.0003728568,0.00119794,0.001629601,0.006057149,0.001568676,0.003403774,0.003799578],"category_scores_gemma":[0.01420235,0.0005283295,0.0008258385,0.001006128,0.009904393,0.01240078,0.003214445,0.002363995,0.0006072017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00156304,"about_ca_system_score_gemma":0.0009586411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00215959,"about_ca_topic_score_gemma":0.0008223143,"domain_scores_codex":[0.9962365,0.002309854,0.0001092177,0.0006431247,0.0005561723,0.0001451096],"domain_scores_gemma":[0.9905116,0.007339582,0.0005201513,0.001084232,0.0003438787,0.0002006523],"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":[0.00004292234,0.00002602994,0.0007626583,0.00009847216,0.00003838342,0.0002725805,0.009088207,0.007750094,0.001743196,0.9471332,0.001216162,0.03182814],"study_design_scores_gemma":[0.00001400803,0.00001516896,0.0004279568,0.00004348161,0.00001679014,0.0001719905,0.0004891484,0.02100378,0.0003625198,0.9690194,0.008413102,0.00002262601],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08952896,0.006577743,0.7426708,0.01922825,0.000300233,0.000111372,0.0002391894,0.0006549382,0.1406885],"genre_scores_gemma":[0.914078,0.001512972,0.07858018,0.0007048672,0.0002228696,0.00011823,0.0001324246,0.0001130253,0.004537427],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006057149,"threshold_uncertainty_score":0.01895267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05088446087524599,"score_gpt":0.4188415474469562,"score_spread":0.3679570865717102,"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."}}