{"id":"W3177153537","doi":"","title":"How Universities Have Betrayed Reason and Humanity—And What's to Be Done About It","year":2021,"lang":"en","type":"article","venue":"PhilPapers (PhilPapers Foundation)","topic":"Innovation, Sustainability, Human-Machine Systems","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; McGill University","keywords":"Humanity; Argument (complex analysis); Political science; Face (sociological concept); Environmental ethics; Brexit; Sociology; Social science; Law; Philosophy; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001305292,0.0003587088,0.0004317493,0.0003222488,0.002694349,0.002954219,0.0003127661,0.0002108293,0.0004858951],"category_scores_gemma":[0.0008904201,0.000413258,0.00008870015,0.0008144901,0.0009686855,0.003911394,0.0001852628,0.0003072331,0.00001803206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009669662,"about_ca_system_score_gemma":0.0007151499,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002717091,"about_ca_topic_score_gemma":0.02752067,"domain_scores_codex":[0.9967062,0.0005362784,0.0004049679,0.0008388079,0.0008642966,0.0006494781],"domain_scores_gemma":[0.9974725,0.0003772006,0.0002066717,0.0004635593,0.00115935,0.0003207715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009406068,0.0001702967,0.005947094,0.0002946568,0.0002837936,0.00006123109,0.2082868,0.00002258473,0.001660866,0.7420552,0.0011754,0.03994799],"study_design_scores_gemma":[0.0008055391,0.00009668234,0.01668929,0.0001224609,0.00008915278,0.0000143755,0.5563698,0.00001801219,0.0001249469,0.003785535,0.421235,0.000649271],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7487274,0.0009462461,0.0001360175,0.1821246,0.0009527667,0.001104771,0.00001389448,0.0002330132,0.0657613],"genre_scores_gemma":[0.9786363,0.0007691927,0.0003395673,0.003185046,0.0006478856,0.00004047369,0.000144187,0.00004285044,0.0161945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7382697,"threshold_uncertainty_score":0.9998319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02671518734656035,"score_gpt":0.3045744858158711,"score_spread":0.2778592984693107,"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."}}