{"id":"W1666425157","doi":"10.1007/978-1-84882-565-9_12","title":"Rapid Impingement Detection System with Uniform Sampling for Ball-and-Socket Joint","year":2009,"lang":"en","type":"book-chapter","venue":"","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University; University of Ottawa","funders":"","keywords":"Ball (mathematics); Computer science; Computation; Joint (building); Kinematics; Sampling (signal processing); Simulation; Computer vision; Engineering; Mathematics; Algorithm; Geometry; Structural engineering; Physics","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":[0.0008688722,0.0008525159,0.0009065917,0.0006949642,0.0004312503,0.0007454111,0.001475541,0.000708962,0.007176691],"category_scores_gemma":[0.001231494,0.0004500105,0.0002700457,0.0006490094,0.0003066559,0.001004354,0.0008175109,0.000644475,0.002425091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004239009,"about_ca_system_score_gemma":0.0006426451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009955723,"about_ca_topic_score_gemma":0.001869563,"domain_scores_codex":[0.9991301,0.0001428333,0.00004134457,0.0001930008,0.0004410546,0.00005171015],"domain_scores_gemma":[0.9992229,0.0002055425,0.00004902155,0.0001273499,0.0003586393,0.00003645743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001053737,0.0001700149,0.001949288,0.0003305154,0.00007018441,0.0001772209,0.0002130643,0.006822326,0.2912432,0.005014146,0.01456556,0.6783908],"study_design_scores_gemma":[0.0002076412,0.00114592,0.007308912,0.00007056159,0.0001579967,0.001423928,0.000116612,0.6502765,0.2967037,0.003422147,0.03894742,0.0002187067],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01205279,0.0004391427,0.979847,0.00006388913,0.0001495568,0.0001295226,0.0001652925,0.004381848,0.002770971],"genre_scores_gemma":[0.2253229,0.0003723619,0.761488,0.000233224,0.0001570378,0.0002735639,0.0007776959,0.0003082228,0.011067],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007176691,"threshold_uncertainty_score":0.02400845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01817896715459812,"score_gpt":0.1900919201672857,"score_spread":0.1719129530126876,"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."}}