{"id":"W4315781750","doi":"10.18280/isi.270612","title":"Detecting Hand Gestures Using Machine Learning Techniques","year":2022,"lang":"fr","type":"article","venue":"Ingénierie des systèmes d information","topic":"Hand Gesture Recognition Systems","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gesture; Computer science; Artificial intelligence; Human–computer interaction; Machine learning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007801117,0.001210681,0.001157461,0.003022219,0.0004235108,0.0009063571,0.0008209884,0.001026148,0.002477649],"category_scores_gemma":[0.002176376,0.0003625213,0.0008830341,0.00199404,0.0003787692,0.0009852627,0.0005165381,0.0007980327,0.002189799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003960455,"about_ca_system_score_gemma":0.0005621248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002963836,"about_ca_topic_score_gemma":0.003209413,"domain_scores_codex":[0.9989618,0.000144834,0.0001095517,0.0002785125,0.0004087056,0.00009660915],"domain_scores_gemma":[0.9989864,0.0004889896,0.0001183491,0.0001040782,0.0002709868,0.0000310806],"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":[0.0001000001,0.0001622452,0.002370665,0.0001564654,0.00008308591,0.0001268841,0.00005046981,0.03535284,0.03083452,0.0005398171,0.00155569,0.9286673],"study_design_scores_gemma":[0.00001633093,0.0001776747,0.00706029,0.00009032591,0.00005133752,0.000316573,0.00009560974,0.9609516,0.02557124,0.00203886,0.00358626,0.00004381075],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05522859,0.00194587,0.9337651,0.0001944382,0.0001336136,0.0002000624,0.000298479,0.004216689,0.004017159],"genre_scores_gemma":[0.403068,0.001661596,0.5875368,0.0001621608,0.0001072194,0.0002722549,0.0009226063,0.0001473278,0.006122001],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003022219,"threshold_uncertainty_score":0.008288562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03087530928669052,"score_gpt":0.2541314353132227,"score_spread":0.2232561260265322,"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."}}