{"id":"W2764328674","doi":"10.7202/1021369ar","title":"Automation, evolution or revolution","year":2014,"lang":"en","type":"article","venue":"Relations industrielles","topic":"Engineering Education and Technology","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Automation; Systems engineering; Computer science; Engineering; Mechanical engineering","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":[0.0001759851,0.00006869215,0.00006367076,0.0002186275,0.0001565892,0.00003506459,0.0002695618,0.0001725832,0.00005034123],"category_scores_gemma":[0.0004670905,0.00006243224,0.0000201997,0.0007692651,0.00002636739,0.0002885139,0.00004356396,0.0001709464,0.0002608976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001045298,"about_ca_system_score_gemma":0.000118271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001009493,"about_ca_topic_score_gemma":0.000003632746,"domain_scores_codex":[0.9994007,0.00003775984,0.0001664386,0.0001659415,0.000103667,0.0001255296],"domain_scores_gemma":[0.9993461,0.0001024105,0.00006005363,0.0003791027,0.00007200642,0.00004028228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[5.076921e-7,0.00002491086,0.001081559,8.505011e-7,0.000004860294,1.677992e-7,0.0001108642,0.001912635,0.00005648053,0.9536467,0.01597172,0.02718877],"study_design_scores_gemma":[0.0003590668,0.0000821304,0.03847178,0.00003836265,0.00001028584,0.00003988328,0.00008854957,0.5535969,0.0004894802,0.02574395,0.3808019,0.0002777243],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007081017,0.00005230719,0.9818155,0.00481064,0.0003768565,0.00008011307,4.652155e-7,0.0007865831,0.004996551],"genre_scores_gemma":[0.9571552,0.00000566817,0.03932009,0.00004654804,0.00007113164,0.00001824806,0.000005555427,0.000005326726,0.003372287],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9500741,"threshold_uncertainty_score":0.3353398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01343265722561122,"score_gpt":0.2308609452640134,"score_spread":0.2174282880384022,"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."}}