{"id":"W4400731969","doi":"10.2139/ssrn.4897608","title":"Hydrothermal Carbonization Coating on Recycled Quartz Glass Fiber","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Phase Change Materials Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"","keywords":"Materials science; Hydrothermal carbonization; Quartz; Coating; Hydrothermal circulation; Carbonization; Composite material; Glass fiber; Fiber; Glass recycling; Chemical engineering; Scanning electron microscope","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001355087,0.0003939962,0.0003732856,0.0003838651,0.0001013492,0.000339885,0.0004206993,0.0003511674,0.0002142989],"category_scores_gemma":[0.00005089417,0.0003848411,0.0001629993,0.0001886524,0.00002582244,0.00006081222,0.0002367193,0.005529079,0.0003190384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003247764,"about_ca_system_score_gemma":0.001101936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007652507,"about_ca_topic_score_gemma":0.0002577167,"domain_scores_codex":[0.9962083,0.000154209,0.000448456,0.0003441173,0.0005281107,0.002316875],"domain_scores_gemma":[0.9993289,0.00005631172,0.0000945465,0.000327784,0.0000748704,0.0001176331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007046995,0.0004039965,0.00008838921,0.004030909,0.006564995,0.0005829736,0.004229202,0.3384321,0.1871386,0.09624155,0.008155383,0.3534271],"study_design_scores_gemma":[0.001807954,0.0006878019,0.00002993028,0.002471445,0.0002850031,0.0008239752,0.0005143455,0.2793591,0.05194454,0.6531698,0.006710138,0.002195996],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9518491,0.01417234,0.004408082,0.0007171746,0.003921458,0.0006576616,0.00007679719,0.0009983086,0.02319908],"genre_scores_gemma":[0.9929001,0.002840605,0.0000389512,0.00002145382,0.00199676,0.00005653637,0.00005067397,0.0002303797,0.001864547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5569282,"threshold_uncertainty_score":0.9998603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01647384025639026,"score_gpt":0.2706050580776949,"score_spread":0.2541312178213047,"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."}}