{"id":"W2543696305","doi":"10.1109/iembs.1991.684436","title":"A Low Cost Implementation Of A Beam Machine","year":2005,"lang":"en","type":"article","venue":"","topic":"Vibration and Dynamic Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science; Beam (structure); Physics; Optics","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":[0.0004246273,0.0005608163,0.0006925301,0.0005870638,0.0005232759,0.0005540797,0.002051479,0.0009503496,0.02531417],"category_scores_gemma":[0.0008166832,0.0004492418,0.0003086584,0.0004919722,0.000245213,0.0006878265,0.0006364366,0.0006752074,0.006417869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001939271,"about_ca_system_score_gemma":0.0005187319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005847625,"about_ca_topic_score_gemma":0.0009002854,"domain_scores_codex":[0.9993722,0.00008548342,0.00002676074,0.0000978104,0.0003501546,0.00006756442],"domain_scores_gemma":[0.9993207,0.0001258495,0.0000524736,0.0001934372,0.0002363363,0.00007127404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000934995,0.0003898453,0.002144869,0.0003850423,0.0000744688,0.0003504408,0.0001134814,0.004186865,0.4681458,0.007537537,0.01208078,0.5036559],"study_design_scores_gemma":[0.001064994,0.007933615,0.01816997,0.0001484194,0.0002983742,0.003630438,0.0001740552,0.251858,0.5236694,0.00484386,0.1879405,0.0002684757],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05098994,0.00018623,0.9258147,0.0003323303,0.0003412029,0.0004348257,0.0002295566,0.01020186,0.01146939],"genre_scores_gemma":[0.3342732,0.000107393,0.6471844,0.0002238858,0.0001007525,0.0003200156,0.000381666,0.0002693932,0.01713927],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02531417,"threshold_uncertainty_score":0.08468437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004598716152809331,"score_gpt":0.2419027558051006,"score_spread":0.2373040396522913,"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."}}