{"id":"W6891745513","doi":"10.48550/arxiv.1809.04704","title":"Do-It-Yourself Single Camera 3D Pointer Input Device","year":2018,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Interactive and Immersive Displays","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Pointer (user interface); Colored; Single camera; Tracking (education); Robustness (evolution); 3D reconstruction","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002202878,0.0005139246,0.0004460107,0.0004050958,0.0002270331,0.0003017272,0.002820533,0.0003487816,0.0003442477],"category_scores_gemma":[0.00005824606,0.0005777288,0.0003766155,0.0005370542,0.0002066476,0.000949389,0.003203198,0.0008013102,0.001728334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000428501,"about_ca_system_score_gemma":0.0002332888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002135694,"about_ca_topic_score_gemma":0.00005681419,"domain_scores_codex":[0.9971066,0.0002148093,0.0002760156,0.001628054,0.0001529434,0.0006216182],"domain_scores_gemma":[0.9969024,0.0001311196,0.0003851217,0.001689573,0.0006640176,0.0002277389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001813712,0.006813316,0.03640377,0.001486384,0.006583642,0.01196193,0.03606495,0.04674497,0.02559098,0.4644342,0.3553686,0.006733578],"study_design_scores_gemma":[0.00937337,0.003183702,0.0171916,0.004423451,0.001615506,0.0003368585,0.005369493,0.6421619,0.05549943,0.06789837,0.1805733,0.01237299],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3617641,0.00007244029,0.5688816,0.0006018094,0.003099712,0.0004100277,0.00004084625,0.0001438224,0.06498563],"genre_scores_gemma":[0.9923538,0.00004261734,0.001371493,0.001706869,0.0002647652,0.000001151518,0.00002581823,0.00003249724,0.004200969],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6305897,"threshold_uncertainty_score":0.9996674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07935851111777067,"score_gpt":0.2179838554507222,"score_spread":0.1386253443329516,"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."}}