{"id":"W2412969776","doi":"10.1017/cbo9780511535390.001","title":"Preface","year":2005,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","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":[0.0005434733,0.000975952,0.0007591213,0.001770745,0.001803407,0.003871207,0.00126881,0.001203616,0.5484689],"category_scores_gemma":[0.002885388,0.0003364678,0.0005422836,0.001567846,0.00059268,0.003388906,0.001954073,0.002614096,0.3530731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001753908,"about_ca_system_score_gemma":0.001283774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001822258,"about_ca_topic_score_gemma":0.002965874,"domain_scores_codex":[0.9994652,0.00005410087,0.00002842825,0.0001119295,0.0002914842,0.00004891532],"domain_scores_gemma":[0.9988224,0.0001595835,0.00004821281,0.0001333633,0.0006241347,0.0002123084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002149798,0.00002660278,0.00007689221,0.0001275068,0.000001934947,0.00005416651,0.0001176825,0.00007671108,0.0002139189,0.01172083,0.9230843,0.06447792],"study_design_scores_gemma":[0.000001353784,0.000006930456,0.0001056651,0.00007302377,6.825512e-7,0.0000482717,0.00004132577,0.00001936132,0.00004771177,0.001682691,0.9979711,0.000001935352],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000742364,0.00629269,0.00320425,0.005944992,0.02435669,0.0001682895,0.003255759,0.0009865697,0.9550484],"genre_scores_gemma":[0.002550342,0.002394076,0.001326827,0.001244627,0.002826226,0.00006347745,0.002587448,0.000466503,0.9865404],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5484689,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01235306764381295,"score_gpt":0.2004007729141197,"score_spread":0.1880477052703068,"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."}}