{"id":"W4226474236","doi":"10.2352/ei.2022.34.1.vda-414","title":"Visualizing semantic 3D object clouds","year":2022,"lang":"en","type":"article","venue":"Electronic Imaging","topic":"3D Modeling in Geospatial Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Pairwise comparison; Computer science; Object (grammar); Consistency (knowledge bases); Similarity (geometry); Artificial intelligence; Semantic similarity; Set (abstract data type); Variety (cybernetics); Data mining; Image (mathematics)","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":[],"consensus_categories":[],"category_scores_codex":[0.0002451338,0.0001402355,0.000121249,0.0000970112,0.0003384054,0.00003496714,0.0002469904,0.00001287237,0.000212301],"category_scores_gemma":[0.000007152824,0.000180723,0.00005253329,0.0003258288,0.00001535949,0.00007805002,0.0001018485,0.0004638144,0.00005873753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004932224,"about_ca_system_score_gemma":0.00007159026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000711117,"about_ca_topic_score_gemma":0.00001441826,"domain_scores_codex":[0.9987499,0.00002860296,0.0001949855,0.0002108349,0.0002071244,0.0006085812],"domain_scores_gemma":[0.9996025,0.00003368448,0.00002653122,0.0002818009,0.00001748916,0.0000380059],"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":[0.000004716037,0.0000471619,0.0006141755,0.0000466042,0.00007207946,0.000009771275,0.0009829119,0.911661,0.03000037,0.008692791,0.003864881,0.04400348],"study_design_scores_gemma":[0.0001629299,0.00001522555,0.00003820149,0.000005256562,0.00002028089,0.00004657696,0.00008395861,0.9533448,0.001742518,0.001887174,0.0424187,0.0002344063],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.230784,0.007851258,0.7413467,0.000889162,0.0009359951,0.0006369934,0.00001354534,0.003286578,0.01425569],"genre_scores_gemma":[0.9980434,0.00004003926,0.001209316,0.0001598789,0.0001146064,0.000196336,0.00002281462,0.00007176636,0.0001418114],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7672594,"threshold_uncertainty_score":0.7369671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004836166657297357,"score_gpt":0.2226281264234303,"score_spread":0.2177919597661329,"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."}}