{"id":"W4280624562","doi":"10.1115/1.4054596","title":"In Memoriam: Professor Peter Griffith (1927–2022)","year":2022,"lang":"en","type":"article","venue":"Journal of Heat Transfer","topic":"Nuclear Engineering Thermal-Hydraulics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mentorship; Frontier; Hammer; Art history; Engineering; Management; Art; Law; Mechanical engineering; Political science; Visual arts","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003780186,0.0001474246,0.0002711894,0.0002549116,0.00003859785,0.00001462803,0.000254828,0.00004779706,0.0006311931],"category_scores_gemma":[0.000005722638,0.0001440308,0.0001244033,0.0002513622,0.00001112051,0.0002045351,0.00001835186,0.0008709956,0.00001603154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002006776,"about_ca_system_score_gemma":0.00002705232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000231268,"about_ca_topic_score_gemma":0.000007953638,"domain_scores_codex":[0.998843,0.00005324052,0.0004166954,0.00008305181,0.0003365305,0.0002674795],"domain_scores_gemma":[0.9997071,0.00003497177,0.000006044442,0.0001436601,0.00002469288,0.0000835386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000205701,0.0001958167,0.0002109596,0.0001900248,0.0001742655,0.0008671111,0.003134266,0.8641359,0.1083167,0.0003387811,0.02161491,0.0006155095],"study_design_scores_gemma":[0.008740379,0.001317491,0.01622349,0.0002358661,0.0001896137,0.003312122,0.0007885763,0.04472973,0.02276946,0.0006801062,0.8994972,0.001516035],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899271,0.000715282,0.001821162,0.0006509786,0.005192352,0.0001490943,0.000009499315,0.00007916979,0.001455378],"genre_scores_gemma":[0.9988484,0.00008163522,0.0002539605,0.0001630774,0.0004426132,0.000009241982,8.212474e-7,0.00007882738,0.0001214178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8778822,"threshold_uncertainty_score":0.6911122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007588604003259395,"score_gpt":0.2044467139063087,"score_spread":0.1968581099030493,"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."}}