{"id":"W7036048626","doi":"","title":"APG 504 - Floating Heads","year":2022,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Crew; Aviation; Certificate; Crash; Aviation safety","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":[0.0004006445,0.000310306,0.0003685031,0.0001370419,0.0001327491,0.0001103116,0.001136919,0.0001978739,0.2499096],"category_scores_gemma":[0.0003243883,0.0003268226,0.0001435847,0.00002019094,0.00006750376,2.865391e-7,0.0005097173,0.0003697912,0.00325877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007495271,"about_ca_system_score_gemma":0.0000508535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004454618,"about_ca_topic_score_gemma":0.0001100762,"domain_scores_codex":[0.9981845,0.00009895783,0.0005400848,0.000289422,0.0005634385,0.0003236139],"domain_scores_gemma":[0.9981928,0.0002380978,0.0005962794,0.0007888699,0.00008833323,0.00009561641],"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":[0.000004235142,0.00002314665,0.000005837119,0.0001652964,0.00001839947,0.00001788112,0.0001220923,0.00007384203,4.493453e-8,0.0001223228,0.9912336,0.008213278],"study_design_scores_gemma":[0.0001694812,0.0001261382,0.000002687847,0.0001558132,0.00001222183,0.000104397,0.000009533765,0.0003046644,0.000003801435,0.0002481373,0.9985223,0.0003408112],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002080454,0.0003264265,0.0001143286,0.0001858033,0.0003533475,0.0002717747,0.00003311982,0.007369042,0.9913441],"genre_scores_gemma":[0.0001008798,0.00005004256,0.08219334,0.0006464313,0.0001068972,0.00001940391,0.00006141458,0.00009508883,0.9167265],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2466508,"threshold_uncertainty_score":0.9999184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007905021846431473,"score_gpt":0.1957923208804181,"score_spread":0.1878872990339866,"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."}}