{"id":"W4398237079","doi":"10.1088/1742-6596/2746/1/011001","title":"Preface","year":2024,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Advanced Aircraft Design and Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.00007777827,0.00008274033,0.0001164272,0.00001834246,0.00003695603,0.00006701845,0.0002070846,0.00003197985,0.0003837436],"category_scores_gemma":[0.00002363594,0.00006069618,0.00005889579,0.0001635904,0.000202998,0.0009248881,0.00007233964,0.0001927472,0.0001375132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004204369,"about_ca_system_score_gemma":0.00002884919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002337189,"about_ca_topic_score_gemma":0.000002378416,"domain_scores_codex":[0.999438,0.00001153183,0.0001539459,0.00009027571,0.0001892455,0.0001170372],"domain_scores_gemma":[0.9997556,0.00002660558,0.00006818632,0.00009712908,0.00001828004,0.00003417001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002335096,0.00003632149,0.0007828805,0.00002514377,0.00003211152,0.00009320957,0.0006953974,0.0004496231,0.1072943,0.0858514,0.003547902,0.8011683],"study_design_scores_gemma":[0.00009707498,0.0003094705,0.001078189,0.0001116982,0.00002198324,0.0001146394,0.0005331531,0.0001976822,0.4696715,0.4583153,0.06936567,0.0001837427],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2391354,0.001078192,0.7138582,0.004436347,0.001357417,0.0001943124,0.00001105305,0.0003961912,0.0395328],"genre_scores_gemma":[0.9933458,0.0001684514,0.00519779,0.00002565022,0.00007025875,0.000001147935,2.327372e-7,0.000007236548,0.001183407],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8009846,"threshold_uncertainty_score":0.4201724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01891767950427003,"score_gpt":0.2458734263616193,"score_spread":0.2269557468573492,"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."}}