{"id":"W2800998583","doi":"10.20965/ijat.2018.p0356","title":"Polygonization of Point Cloud of Tunnels Using Lofting Operation","year":2018,"lang":"en","type":"article","venue":"International Journal of Automation Technology","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Point cloud; Point (geometry); Cloud computing; Feature (linguistics); Computer science; Engineering; Computer vision; Geometry; Mathematics; Operating system","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":[0.0003852386,0.0008278106,0.0008629802,0.002531557,0.0005266477,0.001209544,0.001009344,0.0004031205,0.002125081],"category_scores_gemma":[0.001941333,0.0005429535,0.001184203,0.00246236,0.0005060167,0.001497945,0.001268356,0.0009325875,0.001373531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003676024,"about_ca_system_score_gemma":0.0008224929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003788566,"about_ca_topic_score_gemma":0.003868002,"domain_scores_codex":[0.9991915,0.00005978336,0.00005396822,0.0001958356,0.0004014678,0.00009755248],"domain_scores_gemma":[0.9990996,0.00019581,0.0001361102,0.0002692628,0.0002554923,0.00004373209],"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":[0.0002821191,0.00009354376,0.005501137,0.0004564029,0.0001082672,0.000586403,0.0007174907,0.04667082,0.1523578,0.004800635,0.005285939,0.7831395],"study_design_scores_gemma":[0.00005728731,0.0002336443,0.01879663,0.00009198752,0.0001001356,0.00228982,0.001116525,0.7638663,0.1695782,0.005137926,0.03857378,0.0001576698],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0259099,0.0001091769,0.9696231,0.00005704246,0.00003663517,0.0001599519,0.000493503,0.002352683,0.001258044],"genre_scores_gemma":[0.2038174,0.0004750915,0.7904552,0.00003800734,0.00004858432,0.0002019961,0.003237741,0.0005259832,0.001199955],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003788566,"threshold_uncertainty_score":0.007533014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01675345124101018,"score_gpt":0.2665137520229269,"score_spread":0.2497603007819167,"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."}}