{"id":"W2042663533","doi":"10.3166/rcma.15.173-188","title":"Etude du comportement thermomécanique des composites mullite-zircone et mullite-alumine-zircone","year":2005,"lang":"fr","type":"article","venue":"Revue des composites et des matériaux avancés","topic":"Advanced ceramic materials synthesis","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mullite; Materials science; Composite material; Ceramic","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.003517798,0.002091719,0.002753655,0.0005105782,0.001284323,0.001491051,0.002033864,0.0007045755,0.005288946],"category_scores_gemma":[0.0006576537,0.002093172,0.0007025616,0.0007363979,0.003525157,0.002684645,0.001181336,0.000855803,0.002871472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001925441,"about_ca_system_score_gemma":0.0003199073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0012055,"about_ca_topic_score_gemma":0.001203033,"domain_scores_codex":[0.9878014,0.002825685,0.003113603,0.002371154,0.00104493,0.002843251],"domain_scores_gemma":[0.9915515,0.002636999,0.001567982,0.002182874,0.0009949561,0.001065649],"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":[0.0006743084,0.002067002,0.001850305,0.003907171,0.0004104887,0.0004459184,0.006140941,0.04191333,0.910278,0.01419169,0.0006690444,0.01745179],"study_design_scores_gemma":[0.003466635,0.0008168819,0.004194773,0.005687353,0.0007636857,0.002473387,0.000472276,0.04039275,0.8321781,0.009631736,0.09648376,0.003438652],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7352263,0.02332529,0.2217955,0.005469484,0.002598772,0.00277543,0.002033326,0.001106112,0.005669774],"genre_scores_gemma":[0.4683937,0.009606075,0.5139122,0.001686598,0.001367831,0.0003224629,0.0005096768,0.0004426736,0.003758773],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2921166,"threshold_uncertainty_score":0.9995455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05350559914493687,"score_gpt":0.2989670225473836,"score_spread":0.2454614234024468,"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."}}