{"id":"W4414684356","doi":"10.46298/theoretics.25.20","title":"Randomized Communication and Implicit Graph Representations","year":2025,"lang":"en","type":"article","venue":"TheoretiCS","topic":"DNA and Biological Computing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Engineering and Physical Sciences Research Council; University of Waterloo","keywords":"Adjacency list; Cartesian product; Graph; Probabilistic logic; Randomized algorithm; Adjacency matrix; Perspective (graphical)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003214476,0.00005544497,0.0001062129,0.00002036328,0.00008650336,0.00001797078,0.000106296,0.00006051809,0.000005896642],"category_scores_gemma":[0.0002244457,0.00004140516,0.00004546392,0.00006037966,0.0003072225,7.1504e-7,0.0001514987,0.00004482747,9.835762e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001540726,"about_ca_system_score_gemma":0.000007866573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000496171,"about_ca_topic_score_gemma":0.000001399227,"domain_scores_codex":[0.9995024,0.000158019,0.0001190368,0.0001199687,0.00002434958,0.0000761801],"domain_scores_gemma":[0.9995784,0.00009972123,0.00003299732,0.0002334053,0.00003735763,0.00001808148],"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":[0.002849597,0.00003031772,0.001211844,0.00001072827,0.00007545652,2.552446e-7,0.00005926987,0.00001899126,0.08237702,0.9081301,0.0007595897,0.004476839],"study_design_scores_gemma":[0.04782649,0.000117605,0.002505345,0.00004906312,0.0001284394,0.00000844928,0.0002987246,0.0009747921,0.09395612,0.8471801,0.006644854,0.0003100424],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.933493,0.001629163,0.01797448,0.0006838997,0.00004313936,0.000206268,0.000003137557,0.00001879382,0.04594807],"genre_scores_gemma":[0.9972296,0.0006472837,0.001279945,0.0003798582,0.00001778664,0.00001008294,0.00004571854,0.000002764082,0.0003869563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06373656,"threshold_uncertainty_score":0.1688454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007706268266125669,"score_gpt":0.2894070737007912,"score_spread":0.2817008054346655,"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."}}