{"id":"W4230567013","doi":"10.1007/978-3-662-53120-4_300019","title":"Advanced Ceramic","year":2019,"lang":"en","type":"book-chapter","venue":"","topic":"Advanced ceramic materials synthesis","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Materials science; Ceramic; Composite material","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001800694,0.0005721817,0.0007912113,0.0001161219,0.0000720256,0.00008693554,0.0005811447,0.0004145555,0.08995123],"category_scores_gemma":[0.00003649256,0.0005113562,0.0001693821,0.00001369851,0.000129569,0.0002124004,0.0002371405,0.0001952101,0.04104568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001945114,"about_ca_system_score_gemma":0.0001469409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000809406,"about_ca_topic_score_gemma":0.00001014914,"domain_scores_codex":[0.9976551,0.00002013936,0.0005552064,0.0008666331,0.0004376592,0.0004652416],"domain_scores_gemma":[0.9981595,0.0001520315,0.0003826633,0.00110649,0.00009377255,0.0001055986],"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":[0.00005938899,0.000009882057,4.222283e-7,0.000138532,0.00001847262,0.00001970765,0.00001977596,0.00009011505,0.6087894,0.3798783,0.001952607,0.009023335],"study_design_scores_gemma":[0.0003814973,0.00008453715,0.000003822344,0.0002750823,0.0000608995,0.0000293811,0.000008555987,0.00001771484,0.2138141,0.06928298,0.7148535,0.00118792],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001254934,0.0002583031,0.000775251,0.00009580027,0.002344865,0.0005507723,0.0001574783,0.0004675982,0.994095],"genre_scores_gemma":[0.005595159,0.0001592723,0.006445796,0.0003500555,0.000267988,0.00001344402,0.00003772235,0.0001918455,0.9869387],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7129009,"threshold_uncertainty_score":0.9997338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01210451418734454,"score_gpt":0.2276553804572924,"score_spread":0.2155508662699478,"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."}}