{"id":"W4387938926","doi":"10.1007/978-981-99-5235-9_7","title":"Property Measurements of Molten Oxides at High Temperature Using Containerless Methods","year":2023,"lang":"en","type":"book-chapter","venue":"˜The œMaterials Research Society series","topic":"Solidification and crystal growth phenomena","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National d'Optique","funders":"","keywords":"Levitation; Surface tension; Materials science; Melting temperature; Viscosity; Thermodynamics; Metallurgy; Mechanical engineering; Composite material; Physics","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":[],"category_scores_codex":[0.008406459,0.0005461627,0.00102169,0.0001118301,0.001076697,0.0004555461,0.001233854,0.0005894639,0.001743551],"category_scores_gemma":[0.0001712857,0.0003228615,0.0002938213,0.000219656,0.001735862,0.0002906983,0.001218378,0.0004573788,0.0002110221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005126197,"about_ca_system_score_gemma":0.0004308115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004464591,"about_ca_topic_score_gemma":0.00006843805,"domain_scores_codex":[0.9942291,0.001120789,0.0009996324,0.0008259193,0.001976364,0.0008482128],"domain_scores_gemma":[0.9962798,0.0003765839,0.0005337839,0.001159783,0.001474399,0.0001756325],"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":[0.0001881743,0.00002180008,0.00000415449,0.0006512101,0.000165456,0.000002858025,0.001413326,0.00001926002,0.988524,0.004347769,0.004612805,0.00004917262],"study_design_scores_gemma":[0.0004325417,0.0001530186,0.0000490345,0.0004364738,0.00008072631,0.00001310949,0.001195033,0.000009346158,0.9707198,0.009869412,0.01649128,0.0005502561],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.803696,0.004443011,0.0001390746,0.005744249,0.01166193,0.01791099,0.007253035,0.00224174,0.14691],"genre_scores_gemma":[0.1337162,0.0008642598,0.007339987,0.0002340112,0.001120492,0.0004264845,0.0003207625,0.0004390251,0.8555388],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7086288,"threshold_uncertainty_score":0.9999223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2379827817871213,"score_gpt":0.3959144806275085,"score_spread":0.1579316988403872,"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."}}