{"id":"W2028182063","doi":"10.1115/1.4027538","title":"A New Approach to Planning Plungers Paths for Efficient 2½-Axis Computer Numerically Controlled Plunge Milling of Complex Pockets With Islands","year":2014,"lang":"en","type":"article","venue":"Journal of Manufacturing Science and Engineering","topic":"Optimization and Packing Problems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Plunger; Machining; Mechanical engineering; Engineering drawing; Engineering; Computer science","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":[0.0002579806,0.0007169084,0.0005654446,0.0004810049,0.0003833862,0.0005208892,0.000750093,0.0006386887,0.003129716],"category_scores_gemma":[0.0007044422,0.0005076235,0.0005813895,0.000468162,0.0005121649,0.0006006334,0.0007323777,0.0007850216,0.0002664883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004655043,"about_ca_system_score_gemma":0.001176854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004108265,"about_ca_topic_score_gemma":0.003975085,"domain_scores_codex":[0.9998678,0.00002323444,0.000007941631,0.00003747602,0.00004230255,0.00002111698],"domain_scores_gemma":[0.9997857,0.000112782,0.00002447175,0.00002089585,0.00003943426,0.00001673974],"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":[0.00008312893,0.00004040974,0.000426328,0.0001276672,0.00001476179,0.00008492548,0.0001083189,0.9186323,0.008506174,0.01240902,0.00126447,0.05830249],"study_design_scores_gemma":[0.000009624407,0.00003034214,0.00004777715,0.000003524585,0.000003013268,0.00002146196,0.00001173672,0.9965435,0.0009271343,0.001410267,0.0009870263,0.000004630652],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01004263,0.0000640836,0.9882064,0.00004560984,0.00001144199,0.00003684053,0.00002844688,0.000200449,0.00136414],"genre_scores_gemma":[0.2225501,0.0001829174,0.7741972,0.00003616421,0.00001291252,0.0002494348,0.0001380299,0.0001135369,0.002519659],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004108265,"threshold_uncertainty_score":0.01046997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01206256620569322,"score_gpt":0.2115336832470532,"score_spread":0.19947111704136,"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."}}