{"id":"W6906527033","doi":"10.17605/osf.io/bzmu4","title":"ICA-2023","year":2022,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Wireless Signal Modulation Classification","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","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":[0.003515432,0.0001995828,0.0002214139,0.0002109473,0.0005353039,0.0001931453,0.003043931,0.00007423557,0.3166147],"category_scores_gemma":[0.0006689031,0.0002500252,0.0001421436,0.0006783588,0.00007289137,0.000522862,0.004178046,0.0004838564,0.605768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004233909,"about_ca_system_score_gemma":0.0001962259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009713819,"about_ca_topic_score_gemma":0.000008676799,"domain_scores_codex":[0.9955486,0.0007976811,0.0004796897,0.00199804,0.000797827,0.0003781676],"domain_scores_gemma":[0.9948077,0.0003686757,0.0002654677,0.004262954,0.0001172507,0.0001779438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001234238,0.001493891,0.02840515,0.00007674625,0.0002179029,0.0001085992,0.005128488,0.1093553,0.05594602,0.4644727,0.1405354,0.1941364],"study_design_scores_gemma":[0.001088045,0.000004084935,0.11698,0.00002084434,0.00002938016,0.0001546157,0.0002211754,0.2534921,0.01374131,0.05003849,0.5632317,0.0009982418],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04439948,0.00000115802,0.3558669,0.003309525,0.0009867533,0.0007848806,0.00001281144,0.000597207,0.5940412],"genre_scores_gemma":[0.8536448,0.00000441521,0.006799801,0.0003112612,0.00006223365,0.0004363646,0.0000149158,0.00002226329,0.138704],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8092453,"threshold_uncertainty_score":0.9999952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02368724602093852,"score_gpt":0.2534905195704683,"score_spread":0.2298032735495298,"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."}}