{"id":"W2769986458","doi":"10.1145/3152434.3152461","title":"In-Network Computation is a Dumb Idea Whose Time Has Come","year":2017,"lang":"en","type":"article","venue":"","topic":"Interconnection Networks and Systems","field":"Computer Science","cited_by":275,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Computer science; Computation; Algorithm","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001868821,0.0007103339,0.0007693582,0.000560583,0.002151546,0.00562263,0.00141869,0.002299076,0.008478013],"category_scores_gemma":[0.006490132,0.0004914925,0.0004061127,0.000746926,0.008721862,0.02205928,0.002325274,0.005375833,0.00257129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001655133,"about_ca_system_score_gemma":0.001294067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000892884,"about_ca_topic_score_gemma":0.001047673,"domain_scores_codex":[0.9990035,0.0002755161,0.00004104823,0.0002286787,0.0003507027,0.0001004987],"domain_scores_gemma":[0.9964247,0.001466627,0.0001787095,0.001340514,0.0003898029,0.0001995307],"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":[0.00004588747,0.00001587157,0.0001010915,0.00009037558,0.000009358745,0.00002125044,0.0001185705,0.001074778,0.0008759498,0.9725874,0.006144552,0.018915],"study_design_scores_gemma":[0.00001555891,0.00002482761,0.00008873888,0.00007549854,0.000008508096,0.00007818709,0.0001537002,0.003421502,0.001508776,0.8938279,0.1007795,0.00001734583],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03536295,0.02559387,0.607456,0.1026705,0.007236525,0.00008287156,0.0004586925,0.001688231,0.2194503],"genre_scores_gemma":[0.6887961,0.02930133,0.189104,0.01253524,0.006588591,0.0002556302,0.0003370517,0.0008941272,0.07218787],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008478013,"threshold_uncertainty_score":0.0283618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02899053965312147,"score_gpt":0.2714978920376686,"score_spread":0.2425073523845472,"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."}}