{"id":"W2091048182","doi":"10.1145/1268573.1268574","title":"EC practitioners","year":2007,"lang":"en","type":"article","venue":"ACM SIGEVOlution","topic":"Meat and Animal Product Quality","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Field (mathematics); Technology transfer; Engineering ethics; Engineering; Engineering management; Computer science; Political science; Knowledge management; Mathematics","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":[0.0005847779,0.00005479797,0.00005269591,0.000005300531,0.0001489712,0.00001471779,0.0001239055,0.00004946505,0.0003735877],"category_scores_gemma":[0.0003131836,0.00002047249,0.00003602399,0.0001738152,0.00001991625,0.0001469004,0.00003563874,0.00006647326,0.0001992206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002745111,"about_ca_system_score_gemma":0.000002846638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001522082,"about_ca_topic_score_gemma":0.0001666837,"domain_scores_codex":[0.999391,0.00002911942,0.0001180109,0.0001548036,0.0001301525,0.0001769612],"domain_scores_gemma":[0.9996973,0.0001156984,0.00004805001,0.00005382128,0.00004355627,0.00004161997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003512558,0.00005234021,0.007596163,0.000002193014,0.00000322826,0.000001818055,0.00002728318,4.702888e-7,0.9075783,0.00431709,0.001596985,0.07878903],"study_design_scores_gemma":[0.00005665172,0.000108945,0.8187407,0.000004432544,0.000004709543,0.000003828751,0.000167633,0.000008494966,0.01486299,0.004056377,0.1618605,0.0001246385],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940913,0.0001074437,0.00006801054,0.001711032,0.000135184,0.00007008154,0.000002720706,0.00007966629,0.003734506],"genre_scores_gemma":[0.9987597,0.000009436248,0.0002016485,0.0002289332,0.0003868501,0.00000145076,0.00003222735,2.702466e-7,0.000379459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8927153,"threshold_uncertainty_score":0.4090523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04724661484712584,"score_gpt":0.2772928346488017,"score_spread":0.2300462198016759,"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."}}