{"id":"W92756557","doi":"","title":"A web-based Instrument to Model Social Norms: NERD Design and Results","year":2006,"lang":"en","type":"article","venue":"Integrated Assessment","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Public opinion; Bridge (graph theory); Citizen journalism; Nerd; Social media; Focus group; Perception; Computer science; Focus (optics); Data science; Public relations; Management science; Knowledge management; Psychology; Political science; Marketing; Business; World Wide Web; Engineering; Medicine; Politics","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":[0.0659849,0.001278648,0.001080566,0.003828054,0.001361305,0.002371987,0.001808096,0.001285501,0.00781197],"category_scores_gemma":[0.08424614,0.000820222,0.001261872,0.002956673,0.002798852,0.002472938,0.003416888,0.001811987,0.00225408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002721509,"about_ca_system_score_gemma":0.003391461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001319801,"about_ca_topic_score_gemma":0.001138017,"domain_scores_codex":[0.9133353,0.07293189,0.0046586,0.002639558,0.004845504,0.001589253],"domain_scores_gemma":[0.8672519,0.101306,0.005116278,0.01046093,0.01443285,0.00143194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.004767596,0.01680195,0.09648815,0.003678157,0.0002479097,0.0005822632,0.07208793,0.01907068,0.01079629,0.04529459,0.01285478,0.7173297],"study_design_scores_gemma":[0.01616541,0.05101773,0.2298294,0.002112554,0.0008841203,0.0007541493,0.09920955,0.2143859,0.09033188,0.09527028,0.1988289,0.001210076],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3784802,0.0001183888,0.3992664,0.0008692187,0.000259939,0.1864218,0.004676015,0.00169854,0.02820949],"genre_scores_gemma":[0.2323009,0.00008628189,0.487004,0.0004010925,0.00004737078,0.2743857,0.001354909,0.0002379272,0.004181884],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0659849,"threshold_uncertainty_score":0.3489657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3327346436646949,"score_gpt":0.4481099882230722,"score_spread":0.1153753445583773,"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."}}