{"id":"W4406978229","doi":"10.1016/j.heliyon.2025.e42267","title":"The collision between wireless and biology","year":2025,"lang":"en","type":"article","venue":"Heliyon","topic":"Molecular Communication and Nanonetworks","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Collision; Wireless; Computational biology; Biology; Computer science; Computer security; Telecommunications","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":[0.00217877,0.0006959069,0.0006903875,0.001183275,0.002052747,0.004095442,0.001115822,0.003878662,0.007569328],"category_scores_gemma":[0.005658728,0.0003701842,0.0005658829,0.0008817478,0.01322396,0.010587,0.004295091,0.005286196,0.002656336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002372668,"about_ca_system_score_gemma":0.001099036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0015859,"about_ca_topic_score_gemma":0.0006810254,"domain_scores_codex":[0.9980367,0.0006736413,0.00007136006,0.000451754,0.0005995893,0.0001669256],"domain_scores_gemma":[0.9973428,0.001666163,0.0001327252,0.000408461,0.0003037345,0.0001461265],"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":[0.00001134625,0.000007841339,0.0001361074,0.0000625967,0.000007275245,0.00007287408,0.0003501434,0.0004741311,0.0002868337,0.9809864,0.004748329,0.01285608],"study_design_scores_gemma":[0.000008762287,0.0000384065,0.0002646243,0.0001710563,0.000009298213,0.0003948053,0.0003322205,0.0009419821,0.0004366161,0.6730256,0.3243464,0.00003022509],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01782035,0.1441816,0.2211414,0.1589047,0.01363434,0.00008520956,0.0002971683,0.0003602906,0.443575],"genre_scores_gemma":[0.6087986,0.1204147,0.06190075,0.04652143,0.02051562,0.0006196745,0.0003416106,0.000476874,0.1404106],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007569328,"threshold_uncertainty_score":0.02532196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01386139486865679,"score_gpt":0.259414388691756,"score_spread":0.2455529938230993,"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."}}