{"id":"W1541394791","doi":"10.22230/src.2014v5n1a136","title":"Engineers: Problem Solving in Society","year":2013,"lang":"en","type":"article","venue":"Scholarly and Research Communication","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"University of Regina","keywords":"Work (physics); Natural (archaeology); Engineering ethics; Computer science; Political science; Environmental ethics; Engineering; Sociology; Philosophy; History; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.001118662,0.00006126403,0.00006309155,0.000122092,0.0001082951,0.0002838191,0.0002188565,0.0001054425,0.00003813872],"category_scores_gemma":[0.00008976537,0.00005683194,0.00001649209,0.0003970502,0.0000723968,0.001064212,0.0000817867,0.0008769718,0.00005137453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008039861,"about_ca_system_score_gemma":0.00001647324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000177349,"about_ca_topic_score_gemma":0.00001529185,"domain_scores_codex":[0.9992796,0.00006182424,0.0001294475,0.00008799298,0.0002039216,0.000237264],"domain_scores_gemma":[0.9993929,0.0001234006,0.000005743457,0.0002687435,0.0001218583,0.00008730426],"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":[0.00001283844,0.0006049902,0.01310574,0.004773509,0.0001878267,0.000002435916,0.06175087,0.006632898,0.1854896,0.01659185,0.1423628,0.5684845],"study_design_scores_gemma":[0.00146835,0.0001307148,0.393215,0.001093878,0.000009688878,0.00001412909,0.00917398,0.5023043,0.003437204,0.03579716,0.05243257,0.0009230502],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9724704,0.01117149,0.002023813,0.005790061,0.0001170766,0.0005818711,0.000001505959,0.0003465932,0.007497181],"genre_scores_gemma":[0.9892308,0.002188403,0.008297397,0.00001731096,0.00002910266,0.0001043632,0.00001236305,0.00001292341,0.0001074104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5675615,"threshold_uncertainty_score":0.3810055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03310354883485363,"score_gpt":0.2919919911610647,"score_spread":0.2588884423262111,"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."}}