{"id":"W2597015980","doi":"","title":"I'm Right and You're an Idiot: The Toxic State of Public Discourse and How to Clean It Up","year":2016,"lang":"en","type":"article","venue":"The innovation journal","topic":"Law, Rights, and Freedoms","field":"Social Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Idiot; Ignorance; Politics; Hyperbole; Civility; Rhetoric; State (computer science); Sociology; Law; Media studies; Political science; Literature; Philosophy; Metaphor","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002699445,0.00008341485,0.0001107913,0.0001118864,0.0009962738,0.0003812876,0.000284859,0.00003908545,0.000132672],"category_scores_gemma":[0.0001074066,0.00003521721,0.00002275193,0.0005129272,0.002951907,0.0007404474,0.00003502038,0.0001262591,0.000003537463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003652848,"about_ca_system_score_gemma":0.0001313826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002120735,"about_ca_topic_score_gemma":0.001260808,"domain_scores_codex":[0.9987489,0.0002558046,0.0002237749,0.0001260455,0.0003978873,0.000247616],"domain_scores_gemma":[0.9990355,0.00009203434,0.0002350023,0.0001601513,0.0003521142,0.0001252175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003342832,0.00004610157,0.005413704,0.000004389778,0.00005158772,0.00000378889,0.02533402,9.525312e-7,0.002279826,0.6330642,0.01606996,0.3176981],"study_design_scores_gemma":[0.002079761,0.0004809124,0.02481668,0.0001139075,0.00005557976,0.00008041847,0.0352397,0.00007101194,0.0009612371,0.1942658,0.741329,0.0005059259],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8013328,0.00006907562,0.04081584,0.1554131,0.0006127086,0.0002087654,0.0000170306,0.0000163829,0.001514286],"genre_scores_gemma":[0.9917148,0.0001249144,0.000058662,0.0005567435,0.0005584667,0.000002446128,7.075633e-7,0.000007647875,0.006975665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7252591,"threshold_uncertainty_score":0.9997615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04563214943999562,"score_gpt":0.3114813705965828,"score_spread":0.2658492211565872,"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."}}