{"id":"W4404353317","doi":"10.48550/arxiv.2411.01752","title":"Exploring Ambient Radio Frequency Emissions","year":2024,"lang":"en","type":"preprint","venue":"Open MIND","topic":"Radio Wave Propagation Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000222405,0.0003263056,0.0003896026,0.0001574327,0.0000857045,0.0004293534,0.0006387139,0.0001239551,0.0009816211],"category_scores_gemma":[0.0000419574,0.0003194266,0.000113424,0.0001679408,0.0000322957,0.0001549313,0.001749479,0.0008325102,0.002288031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002692517,"about_ca_system_score_gemma":0.00008267489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003222646,"about_ca_topic_score_gemma":0.0000137174,"domain_scores_codex":[0.9985831,0.00002395313,0.0003950396,0.0005030794,0.0002173639,0.0002774334],"domain_scores_gemma":[0.9991758,0.00003579069,0.00004343636,0.0005793332,0.0000438602,0.0001218063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001496445,0.0001253656,0.0003584578,0.001914204,0.002710267,0.0006691363,0.03069928,0.1297096,0.03750545,0.0004955421,0.04796299,0.7478348],"study_design_scores_gemma":[0.00119542,0.0001029595,0.0022603,0.008845988,0.001070705,0.0001205528,0.003451098,0.05128593,0.2421254,0.02186003,0.662105,0.005576578],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6673617,0.008624396,0.0008224248,0.000652046,0.007962285,0.00146583,0.0002165842,0.0001325574,0.3127621],"genre_scores_gemma":[0.9720212,0.001244132,0.02157385,0.000008110416,0.0004962942,0.0006479416,0.0000580794,0.000136865,0.003813587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7422582,"threshold_uncertainty_score":0.9999316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1748465669503483,"score_gpt":0.3148954799841078,"score_spread":0.1400489130337596,"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."}}