{"id":"W4283740504","doi":"10.1088/2399-1984/ac7d81","title":"Roadmap for network-based biocomputation","year":2022,"lang":"en","type":"article","venue":"Nano Futures","topic":"Advanced biosensing and bioanalysis techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queensland University of Technology; Volkswagen Foundation; European Commission; Bar-Ilan University; McGill University","keywords":"Scalability; Computer science; Massively parallel; Scale (ratio); Distributed computing; Energy consumption; Key (lock); Parallel computing; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.00404093,0.001313317,0.0008869696,0.001411208,0.0007066429,0.003056433,0.002923654,0.002755487,0.02180445],"category_scores_gemma":[0.007175978,0.000553745,0.0009012084,0.001354949,0.00141809,0.005558877,0.002300855,0.003562093,0.007415179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002571841,"about_ca_system_score_gemma":0.003559658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002915941,"about_ca_topic_score_gemma":0.001953629,"domain_scores_codex":[0.9987312,0.0003702062,0.00005103452,0.0001775828,0.0004738214,0.0001960765],"domain_scores_gemma":[0.9940253,0.002609422,0.0001703723,0.0006623533,0.00187629,0.0006561548],"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":[0.000261156,0.000380818,0.0008177744,0.002961002,0.0001084846,0.000281524,0.000168537,0.1175611,0.01519307,0.450322,0.1309258,0.2810188],"study_design_scores_gemma":[0.00008632156,0.0003646988,0.0004367159,0.0006009545,0.00004315883,0.0001567307,0.0002197043,0.1772234,0.007896976,0.3084198,0.5044749,0.00007662107],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.02238495,0.09857683,0.6422019,0.09102191,0.005930552,0.000767578,0.002318513,0.008389017,0.1284087],"genre_scores_gemma":[0.217175,0.1052979,0.6300874,0.008292691,0.001391617,0.0018868,0.00719351,0.001437414,0.02723766],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02180445,"threshold_uncertainty_score":0.07294315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007675910518377888,"score_gpt":0.2676861129198086,"score_spread":0.2600102024014307,"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."}}