{"id":"W2036501454","doi":"10.1177/1075547007305166","title":"Social Epistemology","year":2007,"lang":"en","type":"article","venue":"Science Communication","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"","keywords":"Social epistemology; Context (archaeology); Epistemology; Knowledge transfer; Variety (cybernetics); Social exchange theory; Epistemology of Wikipedia; Sociology; Process (computing); Psychology; Knowledge management; Social science; Computer science; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.009524563,0.001052081,0.001440537,0.004525003,0.005979143,0.01119544,0.00199669,0.005055674,0.009528802],"category_scores_gemma":[0.01268303,0.0003794536,0.001070091,0.002668531,0.04777635,0.008881906,0.006648739,0.005231034,0.002094114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007266282,"about_ca_system_score_gemma":0.005871125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002465847,"about_ca_topic_score_gemma":0.001313187,"domain_scores_codex":[0.9876559,0.00740899,0.0007349254,0.00176618,0.001787156,0.0006468858],"domain_scores_gemma":[0.9877338,0.007572798,0.0007742965,0.002054916,0.001311606,0.0005525692],"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":[0.000002138047,0.000005412916,0.00006079608,0.00004441485,0.00000443513,0.00002439319,0.001167901,0.00008098769,0.00001932994,0.9941386,0.00141543,0.003036073],"study_design_scores_gemma":[0.000004785902,0.000005625333,0.0000615301,0.0001212277,0.000002651208,0.00005967883,0.0006719619,0.0002116846,0.0000329691,0.9348657,0.06395752,0.000004703496],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.008699588,0.02066482,0.1143425,0.06161389,0.00326376,0.000303981,0.0003488208,0.0001819831,0.7905807],"genre_scores_gemma":[0.8198529,0.021129,0.06647685,0.01438657,0.006287933,0.001322925,0.0005853139,0.0002330341,0.06972543],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9940209,"threshold_uncertainty_score":0.05272084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3751242082186892,"score_gpt":0.6042134133778434,"score_spread":0.2290892051591542,"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."}}