{"id":"W4402861278","doi":"10.1007/978-3-031-53946-6_10","title":"Paradata in Emergency Services Communications Systems","year":2024,"lang":"en","type":"book-chapter","venue":"Knowledge management and organizational learning","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; National Security Agency","keywords":"Telecommunications; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001933599,0.0003077991,0.0002475694,0.0005263718,0.0002413481,0.0002948338,0.001521808,0.0001323596,0.00006583894],"category_scores_gemma":[0.000002043603,0.0003069037,0.00003528349,0.0005116256,0.00002720429,0.000222913,0.002751049,0.0004430025,0.000611179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000480534,"about_ca_system_score_gemma":0.00002820194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002384987,"about_ca_topic_score_gemma":0.0002644871,"domain_scores_codex":[0.9984773,0.00004047287,0.0004252485,0.0006031688,0.0002483308,0.0002054523],"domain_scores_gemma":[0.9988198,0.00007415878,0.0001476124,0.0007415286,0.0001483847,0.00006853635],"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":[0.000001019637,0.00001838915,0.0007337131,0.001054689,0.0001034843,0.00001382531,0.001281807,0.0001088169,0.000001403546,0.9941993,0.000144569,0.002339016],"study_design_scores_gemma":[0.0001696679,0.00002732783,0.0004628171,0.0009059829,0.00008847055,0.000009718267,0.0002891238,0.04105374,8.181298e-7,0.06302107,0.893486,0.0004852414],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001995188,0.03168825,0.002474436,0.0004395877,0.0007405145,0.0003316163,0.000008827638,0.0002874638,0.9640093],"genre_scores_gemma":[0.03856632,0.009661624,0.004031652,0.0001454935,0.0004543698,0.00003973552,0.0008816186,0.0001414843,0.9460777],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9311782,"threshold_uncertainty_score":0.9999383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01080400054887116,"score_gpt":0.2291105545310359,"score_spread":0.2183065539821647,"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."}}