{"id":"W4391757001","doi":"10.1109/map.2024.3357925","title":"Share Your Preprint Research with the World!","year":2024,"lang":"en","type":"article","venue":"IEEE Antennas and Propagation Magazine","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Preprint; Computer science; World Wide Web","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":["scholarly_communication","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003833212,0.001466797,0.003072996,0.004492768,0.001958916,0.01621493,0.002087933,0.005520873,0.8291734],"category_scores_gemma":[0.02139816,0.001531413,0.001919839,0.00357187,0.001671874,0.005933572,0.004341262,0.004911172,0.8761635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001005266,"about_ca_system_score_gemma":0.002399144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005549742,"about_ca_topic_score_gemma":0.0008006373,"domain_scores_codex":[0.9974323,0.0002176339,0.0001377419,0.0004907676,0.001389807,0.0003317679],"domain_scores_gemma":[0.9823913,0.00170314,0.0007065177,0.004515432,0.007420153,0.003263487],"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":[0.0001227798,0.0001021156,0.000187327,0.0002632617,0.00004587538,0.0001317864,0.00004125276,0.00009515759,0.002695281,0.003669577,0.9255407,0.06710487],"study_design_scores_gemma":[0.00005442813,0.00004662732,0.0002897384,0.0000773402,0.00002355564,0.0001789864,0.00007845151,0.0002658282,0.002792547,0.006001055,0.9901516,0.00003983498],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.004332992,0.01056416,0.02257651,0.08420916,0.2021288,0.000704002,0.01655022,0.04334015,0.615594],"genre_scores_gemma":[0.007246477,0.004704168,0.005075247,0.005407699,0.01663933,0.0001944955,0.004518871,0.01350726,0.9427064],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.997912,"threshold_uncertainty_score":0.2436634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1936374041348767,"score_gpt":0.446693941842731,"score_spread":0.2530565377078543,"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."}}