{"id":"W7033203426","doi":"","title":"Police Support Volunteer Survey Results – Northumbria","year":2021,"lang":"en","type":"other","venue":"NECTAR - Northampton Electronic Collection of Thesis and Research (University of Northampton)","topic":"Radioactive contamination and transfer","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Benchmarking; Data collection; Survey research; Key (lock); Quarter (Canadian coin)","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":[],"category_scores_codex":[0.001611887,0.0003632212,0.0007336838,0.0007435588,0.000419148,0.00002512726,0.0005493023,0.0004323717,0.01635768],"category_scores_gemma":[0.0001076838,0.0004062904,0.0002795891,0.00178434,0.0008978177,0.0001409815,0.0002758102,0.0007599018,0.00004890926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004973004,"about_ca_system_score_gemma":0.0004898615,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1754152,"about_ca_topic_score_gemma":0.5225631,"domain_scores_codex":[0.9959682,0.0007742844,0.0003674519,0.0009177062,0.001188806,0.0007835101],"domain_scores_gemma":[0.998149,0.0004122735,0.0003506959,0.0006150888,0.000233724,0.0002391942],"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":[0.003304194,0.002005549,0.2942102,0.0004935365,0.002355531,0.00006009407,0.007806728,0.0000957267,0.003895091,0.0003378519,0.6545885,0.03084704],"study_design_scores_gemma":[0.002135616,0.0009585636,0.3948578,0.0001212295,0.00009932355,0.00002252183,0.000547349,0.0002300779,0.0005621508,0.0000248671,0.5998821,0.0005584153],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.4506989,0.0004568641,0.0002917485,0.0004768891,0.0002180739,0.001336799,0.0006100201,0.0001017549,0.545809],"genre_scores_gemma":[0.4950238,0.002831306,0.00008990761,0.00001339535,0.00005046848,0.000003019889,0.0003185032,0.0001119433,0.5015576],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3471479,"threshold_uncertainty_score":0.9998389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02390202659138319,"score_gpt":0.2602702390904035,"score_spread":0.2363682124990203,"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."}}