{"id":"W4409901925","doi":"10.1002/smll.202501162","title":"Phase Diagram‐Guided Molten Salt Engineering of Biocarbon Pores at Low Temperatures","year":2025,"lang":"en","type":"article","venue":"Small","topic":"Supercapacitor Materials and Fabrication","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council; Canada Foundation for Innovation","keywords":"Molten salt; Phase diagram; Chemical engineering; Diffusion; Melting point; Salt (chemistry); Ionic liquid; Materials science; Solubility; Porosity; Phase (matter); Chemistry; Inorganic chemistry; Catalysis; Organic chemistry; Thermodynamics; Composite material","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001963534,0.0001193808,0.0001940852,0.00009165073,0.00004528207,0.00004624815,0.0001830611,0.00006574481,0.0001203829],"category_scores_gemma":[0.0001180084,0.0001021935,0.00004701522,0.0001442128,0.00004403168,0.00005887016,0.00007089546,0.0000361046,0.00002283172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004576767,"about_ca_system_score_gemma":0.00003012287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001705353,"about_ca_topic_score_gemma":0.000008132462,"domain_scores_codex":[0.9992026,0.00003038407,0.0002658174,0.0002125972,0.0001054165,0.000183195],"domain_scores_gemma":[0.9995263,0.00004307948,0.00005561683,0.0002721157,0.00006251719,0.00004043806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003035835,0.00008089693,0.0002855363,0.00009207866,0.00000707825,0.000002529951,0.0001341133,0.00006724837,0.9973634,0.001118842,0.0007037945,0.0001141336],"study_design_scores_gemma":[0.000513847,0.00004961217,0.00141226,0.0000666273,0.00001453005,0.00000195721,0.00001769783,0.0004632675,0.9967597,0.0001054531,0.0004899505,0.0001051681],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977357,0.0003034374,0.000160941,0.0000857735,0.001005808,0.0001495412,0.00003605496,0.00008784088,0.0004348772],"genre_scores_gemma":[0.9986427,0.00002373162,0.0008830892,0.00006896885,0.0001303338,0.00002445197,0.00002129679,0.0000114518,0.0001939447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001126723,"threshold_uncertainty_score":0.4167331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01285521781161003,"score_gpt":0.2466393269170766,"score_spread":0.2337841091054666,"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."}}