{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009150299,0.0002117258,0.0002150507,0.001004557,0.001990212,0.003045819,0.0003173678,0.001074595,0.003094879],"category_scores_gemma":[0.002326695,0.00008973605,0.0002327361,0.001131914,0.0167323,0.004291015,0.001148106,0.001251585,0.0003979419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001836078,"about_ca_system_score_gemma":0.00088977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003221774,"about_ca_topic_score_gemma":0.002357599,"domain_scores_codex":[0.9990795,0.0003153999,0.0000245841,0.000172074,0.000223242,0.0001853066],"domain_scores_gemma":[0.998577,0.0008410355,0.0001793098,0.0001770513,0.000147236,0.00007838038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001654748,0.000004791701,0.0007820325,0.00002072479,0.000003928093,0.00005451774,0.0009445125,0.000209777,0.0001007758,0.9873114,0.001646712,0.008904331],"study_design_scores_gemma":[0.00001290555,0.0000506976,0.005954492,0.00008015931,0.00001002726,0.0002407284,0.002343382,0.000739,0.0002569468,0.8244728,0.1658246,0.00001419751],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1269562,0.0294193,0.01682461,0.04102852,0.0009704748,0.00002556444,0.00008631758,0.0001092395,0.7845798],"genre_scores_gemma":[0.9773088,0.006204355,0.001120765,0.001797172,0.0006929459,0.00001574828,0.00002625558,0.0000285894,0.01280535],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003221774,"threshold_uncertainty_score":0.01332176,"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."}}