{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001630968,0.001120311,0.0008335762,0.002375621,0.003304426,0.004547465,0.001787231,0.001866444,0.5501372],"category_scores_gemma":[0.009290388,0.000364902,0.0007267756,0.002058037,0.0007464393,0.003639296,0.002660655,0.003260544,0.3619228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002139449,"about_ca_system_score_gemma":0.003165869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004246308,"about_ca_topic_score_gemma":0.004248765,"domain_scores_codex":[0.9986369,0.0001981909,0.0001069957,0.0002758224,0.0006313899,0.000150678],"domain_scores_gemma":[0.9954255,0.0006202984,0.0001643005,0.0004032757,0.002705795,0.0006808312],"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":[0.0000360605,0.00002167073,0.0001257552,0.0001217332,0.000002431792,0.00006479942,0.0001311165,0.00005660315,0.0001238883,0.004326509,0.9574535,0.03753582],"study_design_scores_gemma":[0.000003473155,0.00001387538,0.0002171593,0.00008399379,0.000001245177,0.00006022842,0.0001301932,0.00002040602,0.00005436505,0.001168824,0.998242,0.000004161737],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.002032597,0.008370697,0.006201217,0.02549222,0.1138307,0.0008752973,0.01634601,0.002241744,0.8246096],"genre_scores_gemma":[0.007753636,0.005046306,0.00316128,0.006950012,0.01263493,0.0005065399,0.01589225,0.00104777,0.9470072],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5501372,"threshold_uncertainty_score":0,"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."}}