{"id":"W2077678195","doi":"10.1145/1924421.1924437","title":"Returning control to the programmer","year":2011,"lang":"en","type":"article","venue":"Communications of the ACM","topic":"Embedded Systems Design Techniques","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Programmer; Computer science; Control (management); Programming language; Operating system; Artificial intelligence","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":["open_science"],"consensus_categories":["open_science"],"category_scores_codex":[0.000861667,0.00006150291,0.00009141606,0.00003640799,0.0002310113,0.00003522134,0.06669088,0.00002949132,0.000002735077],"category_scores_gemma":[0.00273641,0.00003421635,0.00006649215,0.0003794939,0.000113288,0.0001148821,0.01649695,0.0001585211,0.0000349263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001801698,"about_ca_system_score_gemma":0.00003129843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001103972,"about_ca_topic_score_gemma":0.00003126097,"domain_scores_codex":[0.9990442,0.0003949931,0.0002082294,0.0001046374,0.0001316752,0.0001162179],"domain_scores_gemma":[0.9553363,0.0002483953,0.0001452315,0.04411135,0.0001320569,0.00002667486],"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":[0.0000149132,0.0003818626,0.01107632,0.0000277089,0.0001594548,5.081289e-7,0.04215871,0.00001434358,0.01416855,0.6830614,0.1964706,0.05246559],"study_design_scores_gemma":[0.0007158502,0.0003643003,0.03594361,0.0004778576,0.00009310865,0.00005885564,0.0008263912,0.01164009,0.08704434,0.5793499,0.2827836,0.0007021496],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006255391,0.002662713,0.6102418,0.3113806,0.000545893,0.004498398,0.000007895096,0.001069938,0.06333746],"genre_scores_gemma":[0.637086,0.000006332434,0.362309,0.0003938641,0.000006079988,0.0001117117,1.253137e-7,0.000003944722,0.00008298374],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6308306,"threshold_uncertainty_score":0.9914575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1090633888254159,"score_gpt":0.3000363306569641,"score_spread":0.1909729418315482,"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."}}