{"id":"W4404040173","doi":"10.1145/3703162","title":"Public Computing Intellectuals in the Age of AI Crisis","year":2024,"lang":"en","type":"article","venue":"ACM Transactions on Computing Education","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Computer science; Mathematics education; Public relations; Artificial intelligence; Psychology; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002322413,0.00007935301,0.0001107589,0.000252212,0.000603119,0.0004007015,0.0004184424,0.0001050819,0.00005367199],"category_scores_gemma":[0.0008063242,0.0000691768,0.00008564146,0.001058435,0.0001385302,0.0002308107,0.00000543162,0.0005493753,0.00001521096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001300034,"about_ca_system_score_gemma":0.0008438141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003646084,"about_ca_topic_score_gemma":0.001530587,"domain_scores_codex":[0.9985979,0.0004458124,0.0002487535,0.0001733397,0.0003182084,0.0002159659],"domain_scores_gemma":[0.9977096,0.001806576,0.00004310743,0.0002178,0.0001816918,0.00004126188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000004430065,0.0006001389,0.0002189498,0.00008721872,0.00004492855,0.000001936763,0.5003716,0.0005727957,0.00007688642,0.07855404,0.007062973,0.4124041],"study_design_scores_gemma":[0.0004397473,0.0003958083,0.009864222,0.001600612,0.0001610659,0.00001100833,0.4245039,0.006525878,0.0006719386,0.3676464,0.1871869,0.0009926112],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3923354,0.0005512772,0.2009643,0.3727158,0.005086729,0.0007159349,0.000006283167,0.000294443,0.02732978],"genre_scores_gemma":[0.9961435,0.00005712034,0.0009627358,0.00245767,0.0002466759,0.000003218039,0.000004352039,0.0000094943,0.0001152487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6038081,"threshold_uncertainty_score":0.5511813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1139246909575626,"score_gpt":0.4197251219838808,"score_spread":0.3058004310263183,"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."}}