{"id":"W4220662228","doi":"10.1088/1755-1315/1006/1/011001","title":"Preface","year":2022,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Beijing; Opening ceremony; Library science; Ceremony; Christian ministry; Political science; Sustainable development; Geomatics; Media studies; Sociology; Geography; Cartography","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001198112,0.00009108393,0.00007233224,0.0000337821,0.0005001733,0.00006712004,0.0001779718,0.00001315581,0.001411826],"category_scores_gemma":[0.000004368624,0.00009015991,0.00001299734,0.0001241092,0.0006104352,0.0004717858,0.000192075,0.0001286021,0.000004959767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006881719,"about_ca_system_score_gemma":0.00003136494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001167262,"about_ca_topic_score_gemma":0.000006946305,"domain_scores_codex":[0.9992076,0.00001222604,0.00008353298,0.0001947528,0.00023969,0.0002622445],"domain_scores_gemma":[0.9997283,0.000006171884,0.00001069674,0.0001466385,0.000002828584,0.0001053182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00006097938,0.00007456032,0.01141047,0.00006929952,0.00001996749,0.00002771022,0.006441019,0.02023026,0.8202133,0.01097005,0.0003778329,0.1301046],"study_design_scores_gemma":[0.0006941951,0.0008493449,0.4822841,0.000006371155,0.00001697133,0.0003171409,0.02994582,0.01848664,0.1833947,0.0109861,0.2718026,0.001215967],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895535,0.0001062773,0.0001153185,0.00006822658,0.0001390483,0.00008601804,0.00001825316,0.00006025135,0.009853175],"genre_scores_gemma":[0.9990988,0.00006312933,0.0002254324,0.0000532985,0.00001029335,0.00001372206,0.000004859028,0.000004863646,0.0005255408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6368185,"threshold_uncertainty_score":0.999501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005053787558621294,"score_gpt":0.1707608370785455,"score_spread":0.1657070495199242,"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."}}