{"id":"W4398203492","doi":"10.1088/1755-1315/1336/1/011001","title":"Preface","year":2024,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Grouting, Rheology, and Soil Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography","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":[0.001474111,0.001218238,0.0009649273,0.002438494,0.002797972,0.005292566,0.001720405,0.001777798,0.5033143],"category_scores_gemma":[0.009740629,0.0003880495,0.0007454395,0.002243452,0.0008921076,0.004423014,0.003023674,0.003536647,0.3823647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002044261,"about_ca_system_score_gemma":0.002694322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00227823,"about_ca_topic_score_gemma":0.002552341,"domain_scores_codex":[0.9986369,0.0001649925,0.000106422,0.0002886412,0.0006617456,0.0001412536],"domain_scores_gemma":[0.9959142,0.0005870081,0.0001863508,0.0004029361,0.002183621,0.0007258126],"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":[0.0000281947,0.00001831961,0.0001338185,0.0001463732,0.00000292078,0.00006491313,0.0001358679,0.00005553484,0.0001471333,0.004661222,0.9490357,0.0455699],"study_design_scores_gemma":[0.000002572512,0.00001210656,0.0001943407,0.00009589656,0.000001239412,0.00007583779,0.00009148524,0.0000206938,0.00005133747,0.00123563,0.9982152,0.000003768636],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001957151,0.0141096,0.006702158,0.0311578,0.1483047,0.000578218,0.01333923,0.002398317,0.7814528],"genre_scores_gemma":[0.0102542,0.009527159,0.003326579,0.008381865,0.026642,0.0003652426,0.01444323,0.001532752,0.925527],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5033143,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008853744114148195,"score_gpt":0.1853707964992985,"score_spread":0.1765170523851503,"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."}}