{"id":"W3111582041","doi":"10.1007/978-3-030-52693-1_4","title":"Stabilization System Based on Vision-Assisted Force Feedback","year":2020,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Image Processing Techniques and Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Visual feedback; Computer science; Computer vision; Psychology; Human–computer interaction; Artificial intelligence","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":[0.0001390499,0.0003441086,0.000477005,0.0001528201,0.00006442897,0.00006129564,0.0002511349,0.0004830012,0.00004856567],"category_scores_gemma":[0.00008137408,0.0003519192,0.00009752856,0.0001123743,0.0000435166,0.0001698162,0.00001609899,0.0006777869,0.00003856461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003421143,"about_ca_system_score_gemma":0.0000645227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001484599,"about_ca_topic_score_gemma":0.000006856342,"domain_scores_codex":[0.9985993,0.00001904852,0.0005736959,0.0003557874,0.0002533175,0.0001988719],"domain_scores_gemma":[0.9991158,0.0002248597,0.0001833636,0.0003324472,0.00006936114,0.00007417731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007327588,0.00007576335,0.00003401018,0.001340947,0.00009373917,0.00005483326,0.00004524972,0.2448722,0.0006765341,0.1645461,0.007017596,0.5805102],"study_design_scores_gemma":[0.003936121,0.0002541083,0.000002945782,0.002648096,0.0001030634,0.000002502065,0.00001714224,0.4285065,0.0003606284,0.003487087,0.5598423,0.000839578],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.000005035966,0.001919295,0.323606,0.0004119026,0.0008809699,0.002267978,0.0003269228,0.001928647,0.6686532],"genre_scores_gemma":[0.9862209,0.0002454287,0.003089378,0.0003538051,0.001370741,0.0005451629,0.0003298219,0.0003201721,0.007524594],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9862159,"threshold_uncertainty_score":0.9998933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01869813116343949,"score_gpt":0.2489292180709846,"score_spread":0.2302310869075451,"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."}}