{"id":"W3169054151","doi":"","title":"A Step Toward Accurate Automated Dimensional inspection of Non Rigid Mechanical Parts","year":2015,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Industrial Vision Systems and Defect Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Computer science; Engineering drawing; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004171094,0.0003655907,0.0005799004,0.0002782583,0.0001410663,0.0001660281,0.0004698009,0.000647836,0.00005475864],"category_scores_gemma":[0.0006405324,0.0003760096,0.0002327532,0.0004282649,0.00007967757,0.0001414709,0.0005082336,0.0007581594,0.0000566457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002659587,"about_ca_system_score_gemma":0.0002218133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001014253,"about_ca_topic_score_gemma":0.0003008335,"domain_scores_codex":[0.995904,0.001837706,0.0008509004,0.0005236216,0.0005785051,0.0003052728],"domain_scores_gemma":[0.9957843,0.0004047799,0.0004416933,0.001174352,0.001989215,0.0002056187],"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":[0.0007602055,0.003894095,0.001252665,0.005692236,0.002981004,0.0001065762,0.03641608,0.272904,0.2522423,0.03685695,0.2109692,0.1759247],"study_design_scores_gemma":[0.0008929241,0.000001942992,0.0005962496,0.001914272,0.00006203039,0.00001978232,0.00008484646,0.8787919,0.1111467,0.0005748876,0.005434247,0.0004802556],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7388593,0.0007104097,0.2228069,0.0007285795,0.003930687,0.001513782,0.0002153861,0.004293209,0.0269417],"genre_scores_gemma":[0.9940568,0.00007233011,0.004935191,0.000009216729,0.00007189661,0.00006896102,0.0002422981,0.00006536251,0.0004779368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6058878,"threshold_uncertainty_score":0.9998692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02643818252545563,"score_gpt":0.2485460583276715,"score_spread":0.2221078758022159,"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."}}