{"id":"W4413182126","doi":"10.1002/cben.70025","title":"Research Progress of Microwave Modification Technology for Underground Coal Seam","year":2025,"lang":"en","type":"article","venue":"ChemBioEng Reviews","topic":"Mining and Gasification Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Natural Science Foundation of China","keywords":"Coal; Coal mining; Mining engineering; Engineering; Microwave; Construction engineering; Waste management; Telecommunications","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000710582,0.00009793266,0.0002610996,0.0003379944,0.00005987814,0.00001558623,0.0003126382,0.0002014032,0.000003193694],"category_scores_gemma":[0.0002911461,0.00009099385,0.00005763075,0.0007282438,0.0002167026,0.00003336353,0.00004073744,0.0002128804,0.00001581707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006918985,"about_ca_system_score_gemma":0.00002341774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.602109e-7,"about_ca_topic_score_gemma":0.000001432223,"domain_scores_codex":[0.9991615,0.00002399918,0.0003523891,0.0001862403,0.00006905811,0.0002067846],"domain_scores_gemma":[0.9992113,0.00008318192,0.00005571464,0.0004886789,0.0001461689,0.00001500583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001184885,0.0001048214,0.0006987095,0.004567565,0.00007627592,2.959872e-7,0.0002425122,0.00004739467,0.1125434,0.06461126,0.06228186,0.754814],"study_design_scores_gemma":[0.0002348208,0.00004022213,0.0001152854,0.0004420428,0.00002003301,0.000001327948,0.0006078178,0.001775117,0.620194,0.01004783,0.3663922,0.0001292304],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.284562,0.4284007,0.2417533,0.01273498,0.001003274,0.008017754,0.00004815685,0.003611106,0.01986869],"genre_scores_gemma":[0.984179,0.004636811,0.009792477,0.000008520578,0.00001615566,0.0007713467,0.00001855387,0.00001466624,0.0005624411],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7546848,"threshold_uncertainty_score":0.3710622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1050025749657756,"score_gpt":0.394144259161864,"score_spread":0.2891416841960884,"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."}}