{"id":"W7021693285","doi":"","title":"Radio","year":2006,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Domain Adaptation and Few-Shot Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Summit; Radio broadcasting; The Internet; Radio communications","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":[0.000208853,0.0002798274,0.0003276953,0.0001205238,0.00006401479,0.0001331641,0.0007427542,0.0002875428,0.1136184],"category_scores_gemma":[0.00005753564,0.0002856004,0.0001457549,0.00001334793,0.0000788701,2.878109e-7,0.0001261694,0.0002506042,0.01548949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003821106,"about_ca_system_score_gemma":0.0000374224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002478418,"about_ca_topic_score_gemma":0.0004635745,"domain_scores_codex":[0.9984207,0.00007464491,0.0005156621,0.0002317951,0.0004706836,0.0002865589],"domain_scores_gemma":[0.9986589,0.00007804797,0.0005624474,0.000505677,0.00009219754,0.0001027224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005818883,0.000021265,9.108713e-7,0.0001108867,0.00002217519,0.00001498277,0.00008226024,0.000487201,1.086472e-7,0.0008279624,0.9923324,0.006094009],"study_design_scores_gemma":[0.0003641139,0.0000517261,0.000009804644,0.0001038783,0.0000114641,0.00004595557,0.00001725401,0.0004226988,0.000002493038,0.00002365789,0.9986462,0.0003007435],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[8.789551e-7,0.0003156973,0.0002986166,0.0001709987,0.0004046939,0.0002283537,0.00001785465,0.0004603301,0.9981026],"genre_scores_gemma":[0.0001180358,0.00006539205,0.01777927,0.0003269285,0.0001439183,0.000008057751,0.00006855976,0.00007772547,0.9814121],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0981289,"threshold_uncertainty_score":0.9999596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005754057989131194,"score_gpt":0.1784066996420416,"score_spread":0.1726526416529104,"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."}}