{"id":"W4402714949","doi":"10.59962/9780774870870","title":"Shifting Gears","year":2024,"lang":"en","type":"book","venue":"University of British Columbia Press eBooks","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007035928,0.0001156567,0.0003608929,0.000067966,0.00006240013,0.0001854401,0.0003301636,0.0002849414,0.0001270962],"category_scores_gemma":[0.000002553004,0.0003127987,0.0002745414,0.00001847439,0.0001029822,0.00003224196,0.0001879567,0.0004247407,0.00002631089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001318377,"about_ca_system_score_gemma":0.00006457006,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03857685,"about_ca_topic_score_gemma":0.1001408,"domain_scores_codex":[0.9991773,0.00001021496,0.0001520887,0.000269776,0.0001847405,0.0002059155],"domain_scores_gemma":[0.999544,0.00002172643,0.00004847904,0.0002455839,0.00006387852,0.0000762794],"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":[0.000003676618,0.00001794848,0.00003069005,0.002591996,0.00180716,0.001257656,0.0006030388,0.002429572,0.00004500273,0.0004163426,0.9163846,0.07441226],"study_design_scores_gemma":[0.0002568104,0.00002401206,0.0001509787,0.001496829,0.0008306568,0.00003450712,0.00005692367,0.02137131,0.000001421483,0.001346275,0.9738048,0.0006255232],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002916533,0.0007966583,0.0001525721,9.711989e-7,0.0002429027,0.0001236743,0.000471494,0.0003531576,0.994942],"genre_scores_gemma":[0.009930762,0.0001973902,0.000234627,0.000002913587,0.00005905359,1.879701e-7,0.00005318029,0.00006381722,0.9894581],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07378674,"threshold_uncertainty_score":0.9999324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006765508227704451,"score_gpt":0.1517005015191673,"score_spread":0.1449349932914628,"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."}}