{"id":"W4397002069","doi":"10.3390/app14104266","title":"Practical Estimation of Machine Tool Spindle Dynamics for Maintenance Decision Making","year":2024,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Estimation; Dynamics (music); Engineering; Systems engineering; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002297814,0.00006600835,0.00007765082,0.00006347602,0.00007261556,0.00005885094,0.0000797129,0.00002949999,0.000007195956],"category_scores_gemma":[0.00009309294,0.00005441823,0.0000190843,0.0002881524,0.0000547781,0.0002094379,0.00001570263,0.00005486991,0.000003081719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003096148,"about_ca_system_score_gemma":0.00002544996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.516421e-7,"about_ca_topic_score_gemma":0.000005135056,"domain_scores_codex":[0.9994532,0.000001430979,0.0001496202,0.000146146,0.0001274216,0.000122184],"domain_scores_gemma":[0.9996588,0.0002293974,0.0000248969,0.0000574419,0.00001748501,0.00001203099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006135471,0.000003360369,0.000004746714,0.00009252299,0.000002345514,2.470412e-7,0.0000388369,0.7284184,0.00009440406,0.1014841,0.00007554949,0.1697793],"study_design_scores_gemma":[0.00005278815,0.00002342774,0.00001918398,0.0001001467,0.000006663454,0.000003195783,0.00003706503,0.9756802,0.0004866024,0.02331554,0.0002054931,0.00006965252],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004473574,0.0001552584,0.992699,0.00006362754,0.0002080586,0.0001388982,0.00000895786,0.000132261,0.002120314],"genre_scores_gemma":[0.5968376,0.00001514421,0.4030973,0.000007742956,0.00001159358,0.00001364027,0.00000403652,0.000006463548,0.000006421493],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5923641,"threshold_uncertainty_score":0.2219111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01444073161683379,"score_gpt":0.320325387161728,"score_spread":0.3058846555448942,"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."}}