{"id":"W4400088500","doi":"10.1007/978-3-031-60556-7_23","title":"Reacting Mixtures","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Materials science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002487826,0.0009124872,0.0006436884,0.0006307786,0.0007233556,0.001594194,0.0009317416,0.0008690005,0.03738111],"category_scores_gemma":[0.0004903334,0.0005592409,0.0004130833,0.0004561974,0.0008261045,0.002708664,0.00154536,0.001908083,0.01313996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005760822,"about_ca_system_score_gemma":0.0003540325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004010415,"about_ca_topic_score_gemma":0.0003950879,"domain_scores_codex":[0.9997253,0.00003064927,0.0000067301,0.00008167396,0.0001300047,0.00002573888],"domain_scores_gemma":[0.9999266,0.00002089294,0.000006726598,0.00001945387,0.00001284862,0.00001349849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001115005,0.00009222288,0.00008177572,0.0003263011,0.00002815873,0.0001496828,0.0001414557,0.004315805,0.03367887,0.823015,0.05211578,0.08594345],"study_design_scores_gemma":[0.00001682297,0.00006182244,0.0001928694,0.00006486417,0.00002099018,0.0002797832,0.00005044526,0.01179328,0.04358582,0.2775068,0.6663927,0.00003379194],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01048861,0.01603687,0.1081942,0.001700861,0.003745189,0.0001191067,0.0004099875,0.001145118,0.85816],"genre_scores_gemma":[0.07776527,0.007823897,0.01297614,0.001138593,0.00066394,0.0001520298,0.0005507501,0.0004319644,0.8984973],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03738111,"threshold_uncertainty_score":0.1250523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009539460840895988,"score_gpt":0.2463409246010637,"score_spread":0.2368014637601677,"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."}}