{"id":"W2100813593","doi":"10.24908/ijesjp.v1i1.3507","title":"Are Engineering and Social Justice (In)commensurable? A Theoretical Exploration of Macro-Sociological Frameworks","year":2012,"lang":"en","type":"article","venue":"International Journal of Engineering Social Justice and Peace","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Army Corps of Engineers; National Science Foundation","keywords":"Ideology; Sociology; Social justice; Epistemology; Functionalism (philosophy of mind); Macro; Social science; Engineering ethics; Political science; Law; Politics; Engineering; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007795314,0.00009087822,0.000189071,0.0001176604,0.0001269415,0.00005028909,0.0001446175,0.0002052713,0.0000282784],"category_scores_gemma":[0.0006639418,0.00009311323,0.00005610214,0.0000902949,0.0001216602,0.0004661487,0.00006059796,0.0003945658,6.637052e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001026334,"about_ca_system_score_gemma":0.00003188566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001313245,"about_ca_topic_score_gemma":0.000004837877,"domain_scores_codex":[0.9990673,0.00005319685,0.0002430903,0.00007065041,0.000365817,0.0001999658],"domain_scores_gemma":[0.9991183,0.0003713505,0.0001887299,0.00001792666,0.0002280342,0.00007566022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0003878136,0.0003116873,0.03930821,0.0004319317,0.0003643917,0.0000999672,0.1845873,0.001613212,0.001424368,0.7630085,0.00464194,0.003820725],"study_design_scores_gemma":[0.005097304,0.0001967272,0.7168304,0.0009377556,0.001900179,0.00009562775,0.2023153,0.004650391,0.0003403049,0.004646326,0.06132695,0.001662749],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863971,0.0006355751,0.00584543,0.00454122,0.001931943,0.00006509822,0.00001054721,0.0000188525,0.0005541756],"genre_scores_gemma":[0.9967722,0.0003894541,0.0009551636,0.0001449939,0.001716268,9.993452e-7,0.000001801719,0.000005938782,0.0000131726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7583621,"threshold_uncertainty_score":0.3797047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03104630141128044,"score_gpt":0.2986463834582775,"score_spread":0.267600082046997,"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."}}