{"id":"W4398203630","doi":"10.1088/1755-1315/1330/1/011001","title":"Preface","year":2024,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Geotechnical Engineering and Soil Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.001714371,0.001149171,0.000921668,0.002594526,0.003126028,0.005620229,0.001764938,0.001824488,0.4974813],"category_scores_gemma":[0.009576593,0.0003696932,0.0006943065,0.00227139,0.0008625642,0.004853279,0.003235682,0.00317427,0.3709846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002005457,"about_ca_system_score_gemma":0.002958817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002233867,"about_ca_topic_score_gemma":0.002943707,"domain_scores_codex":[0.9984485,0.000211326,0.0001123513,0.0003294853,0.0007318,0.0001665307],"domain_scores_gemma":[0.9958954,0.000603252,0.0001725321,0.0004157624,0.002188382,0.0007247023],"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":[0.00002875314,0.00001813374,0.0001302163,0.0001313929,0.000002771106,0.00005948489,0.0001605711,0.00004144402,0.0001352853,0.005802029,0.9519078,0.04158211],"study_design_scores_gemma":[0.000002235596,0.00000926082,0.000163015,0.00007569227,0.000001079084,0.00005609051,0.0001067595,0.00001615092,0.00004540161,0.001061953,0.998459,0.000003355022],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001818026,0.01271116,0.005791308,0.03017195,0.1242156,0.0005413202,0.01115172,0.002236445,0.8113624],"genre_scores_gemma":[0.007362354,0.006890602,0.002584411,0.008111374,0.01655996,0.0003241606,0.01013557,0.001176569,0.946855],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4974813,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006960083307034046,"score_gpt":0.1720806016931397,"score_spread":0.1651205183861057,"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."}}