{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004671357,0.0002731586,0.0002220879,0.0004076753,0.0001521476,0.0003864038,0.0003056772,0.0003455316,0.0009024389],"category_scores_gemma":[0.0002777806,0.0001293757,0.0003042691,0.0005875169,0.0002229155,0.000658937,0.0002232186,0.0002832407,0.0002264888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004324181,"about_ca_system_score_gemma":0.0002848396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007223763,"about_ca_topic_score_gemma":0.0004910565,"domain_scores_codex":[0.9998355,0.00002190147,0.000009576643,0.00004018509,0.00007201186,0.00002085644],"domain_scores_gemma":[0.9999033,0.00002430543,0.00002015154,0.00001262859,0.00003302113,0.000006563178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001515836,0.0001049127,0.003921764,0.001931954,0.0000578225,0.0002634886,0.0002832214,0.007128539,0.7427213,0.01113292,0.001725095,0.2305775],"study_design_scores_gemma":[0.00003058721,0.0008504824,0.01003055,0.0001260924,0.0001542845,0.0005929318,0.0002221701,0.03770646,0.8477589,0.002011689,0.1004676,0.00004818338],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.7533946,0.1249514,0.08319236,0.001452093,0.0004141402,0.00010822,0.0001455499,0.0002953199,0.03604638],"genre_scores_gemma":[0.9444231,0.03706143,0.01360396,0.0001348742,0.0001070757,0.00002815948,0.0000740554,0.00002268749,0.004544554],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0009024389,"threshold_uncertainty_score":0.00313741,"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."}}