{"id":"W4251883786","doi":"10.3366/epi.2006.3.1-2.52","title":"Masking Disagreement among Experts","year":2006,"lang":"en","type":"article","venue":"Episteme","topic":"Epistemology, Ethics, and Metaphysics","field":"Arts and Humanities","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of British Columbia","keywords":"Credibility; Masking (illustration); Position (finance); Focus (optics); Politics; Scientific consensus; Psychology; Social psychology; Political science; Epistemology; Business; Law; Philosophy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2374139,0.001235237,0.002268412,0.005574319,0.007777629,0.007701814,0.003796408,0.008905739,0.0104826],"category_scores_gemma":[0.525429,0.001277684,0.001623823,0.002810474,0.00691073,0.00866322,0.01641392,0.00817839,0.002951288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004728089,"about_ca_system_score_gemma":0.007543999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001432411,"about_ca_topic_score_gemma":0.001000738,"domain_scores_codex":[0.5952098,0.3098395,0.02049618,0.01905673,0.04738023,0.008017367],"domain_scores_gemma":[0.2701379,0.5716938,0.04769452,0.06084982,0.04506414,0.004559703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.005989931,0.0006908845,0.06590355,0.004215622,0.001334759,0.002986268,0.226824,0.006299733,0.04588221,0.1922667,0.041829,0.4057775],"study_design_scores_gemma":[0.001164637,0.001312137,0.03540915,0.005062604,0.001232634,0.001340077,0.05721265,0.04574589,0.05393537,0.5944467,0.202389,0.0007491343],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4529009,0.001916455,0.3346701,0.08000552,0.003964394,0.003640879,0.0009095763,0.001237857,0.1207543],"genre_scores_gemma":[0.9360206,0.0002310924,0.0484373,0.007831188,0.0009847967,0.00163069,0.0002803228,0.0001589881,0.004424993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2374139,"threshold_uncertainty_score":0.9404045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03783743041043254,"score_gpt":0.2331907351013866,"score_spread":0.1953533046909541,"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."}}