{"id":"W4405131307","doi":"10.1007/978-3-031-71400-9_5","title":"Solutions of Selected Home-Work Questions","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Heat Transfer and Numerical Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Work (physics); Sociology; Psychology; Engineering; Mechanical engineering","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":[0.0003633585,0.0005798731,0.0004921094,0.0005077167,0.0007757243,0.001455426,0.001064101,0.001195258,0.04157083],"category_scores_gemma":[0.00154918,0.0002616335,0.0005516872,0.0005428981,0.00107974,0.001804047,0.001009006,0.001564874,0.005621244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001018597,"about_ca_system_score_gemma":0.000424321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009577328,"about_ca_topic_score_gemma":0.001703919,"domain_scores_codex":[0.9998554,0.00005148482,0.000004561892,0.00001853986,0.00005476498,0.00001528564],"domain_scores_gemma":[0.9998525,0.00008420291,0.000007453276,0.00001908474,0.00002499018,0.00001156005],"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":[0.000009222407,0.00002631026,0.00003002823,0.0000784126,0.000003606731,0.00003023744,0.0001509164,0.002644769,0.0003051274,0.9391565,0.03550484,0.02206004],"study_design_scores_gemma":[0.000008581674,0.000007192831,0.00009739694,0.00008266625,0.000002515284,0.0000337068,0.000151342,0.008501504,0.0003603826,0.8775007,0.1132473,0.000006739631],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005765696,0.005346038,0.1217439,0.005048907,0.001225536,0.00006052299,0.000252427,0.0001777506,0.8603792],"genre_scores_gemma":[0.09683882,0.009566383,0.08051447,0.001153069,0.001505173,0.0002750154,0.0006167979,0.0004634222,0.8090669],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04157083,"threshold_uncertainty_score":0.1390682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02416232060835862,"score_gpt":0.2470728816817676,"score_spread":0.222910561073409,"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."}}