{"id":"W4401953048","doi":"10.34926/geo.2022.18.11.001","title":"ABOUT THE NEW TECHNOLOGY FOR THE DEVELOPMENT OF BITUMINOUS FIELDS","year":2022,"lang":"ru","type":"article","venue":"Geofizika.","topic":"Industrial Engineering and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Asphalt; Forensic engineering; Engineering; Materials science; Composite material","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":[0.0003936864,0.0002206772,0.000257093,0.0001814896,0.0006290863,0.00002318883,0.00100075,0.0002522259,0.0001149911],"category_scores_gemma":[0.0002178058,0.0001524792,0.0001096912,0.000630004,0.00009335163,0.00002224989,0.0004509268,0.0008179735,0.0000130474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001142107,"about_ca_system_score_gemma":0.0003248346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005150915,"about_ca_topic_score_gemma":0.00002100962,"domain_scores_codex":[0.9986347,0.00001201062,0.0004329332,0.0001964817,0.0002088326,0.0005150428],"domain_scores_gemma":[0.9989183,0.0002913482,0.00009515199,0.0006236528,0.00003669325,0.0000348488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005220728,0.00004968196,0.00006792876,0.000148259,0.0005413558,0.000004860884,0.006009625,0.2222447,0.0006260375,0.02069161,0.03517683,0.7143869],"study_design_scores_gemma":[0.0006327393,0.0001922482,0.0000595973,0.00003854573,0.00007691376,0.00001842599,0.006357138,0.009539428,0.01520083,0.001265326,0.9663293,0.0002895474],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3063971,0.08931723,0.5146044,0.05278951,0.02079398,0.006561057,0.0003203973,0.004367913,0.004848425],"genre_scores_gemma":[0.9908299,0.0001395001,0.00521058,0.00005716925,0.0002454437,0.0004239973,0.00001074413,0.00005209937,0.003030585],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9311524,"threshold_uncertainty_score":0.6217923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02239823436708837,"score_gpt":0.220982632830979,"score_spread":0.1985843984638906,"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."}}