{"id":"W7132942243","doi":"","title":"Modular architecture design of reconfigurable machine tools for agile manufacturing","year":2006,"lang":"","type":"dissertation","venue":"TSpace","topic":"Flexible and Reconfigurable Manufacturing Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto","keywords":"Machine tool; Modular design; Component (thermodynamics); Agile software development; Identification (biology); Machining; Selection (genetic algorithm); Agile manufacturing","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003304818,0.0005001406,0.0002485373,0.00050269,0.000244622,0.0006334622,0.0006999759,0.000380047,0.002134919],"category_scores_gemma":[0.0004196171,0.0002879699,0.0007176659,0.000357641,0.0003235469,0.0004018453,0.0004574799,0.0004477858,0.000540892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004552623,"about_ca_system_score_gemma":0.0004473737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003965088,"about_ca_topic_score_gemma":0.0006544471,"domain_scores_codex":[0.9997283,0.0000662601,0.00001208879,0.00004275741,0.0001056945,0.00004497528],"domain_scores_gemma":[0.9998399,0.00003657504,0.00003563502,0.00002996817,0.00004579573,0.00001215599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008717643,0.00006695098,0.0009318864,0.0004522504,0.00009698844,0.0006059831,0.0002668044,0.5103583,0.1924594,0.1253594,0.001931256,0.1673834],"study_design_scores_gemma":[0.00007870111,0.0007403039,0.001289169,0.0001121899,0.00009552433,0.0006510178,0.00009359983,0.811263,0.06930511,0.04564105,0.0706782,0.00005213746],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04719299,0.0004046973,0.9387853,0.00007686938,0.00004297153,0.000117906,0.00005125099,0.000531825,0.01279616],"genre_scores_gemma":[0.4397593,0.0004413984,0.5551581,0.00005741303,0.00001816692,0.0002494923,0.0001137781,0.00008988307,0.004112474],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002134919,"threshold_uncertainty_score":0.007142007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02602836646253002,"score_gpt":0.2690657227020403,"score_spread":0.2430373562395103,"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."}}