{"id":"W4403001090","doi":"10.4028/p-ssw44m","title":"Development of a Web-Based Diagnostic Tool Using Acoustic Testing and Computer Vision","year":2024,"lang":"en","type":"article","venue":"Engineering headway","topic":"Hand Gesture Recognition Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Algonquin College","funders":"","keywords":"Computer science; Human–computer interaction; World Wide Web; Multimedia","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":[0.0003022251,0.0001231453,0.0001506193,0.0001822255,0.00004397098,0.0001301025,0.0001230637,0.00004388184,0.000001903686],"category_scores_gemma":[0.0001641173,0.0001127556,0.00002313999,0.0003900925,0.000009099645,0.0001539354,0.00007609507,0.00009568591,0.000011377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004531341,"about_ca_system_score_gemma":0.0001347918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002265509,"about_ca_topic_score_gemma":7.349072e-7,"domain_scores_codex":[0.9991281,0.00001600698,0.000262643,0.0002420559,0.0001764414,0.0001747276],"domain_scores_gemma":[0.9986873,0.001037925,0.00002679326,0.000142489,0.00004705501,0.00005846097],"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":[0.000003084805,0.00008457748,0.0007179041,0.003521453,0.00008442892,0.0002455192,0.002070578,0.3661695,0.2761472,0.0008465283,0.0001689313,0.3499402],"study_design_scores_gemma":[0.0001243756,0.00003049511,0.001718446,0.001408704,0.000005667394,0.00004609775,0.000001837007,0.9928257,0.002513557,0.000005578395,0.001178018,0.0001414657],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2398933,0.0002522142,0.7590457,0.00001750898,0.0004498229,0.00009655506,0.000001058152,0.0002310576,0.00001280422],"genre_scores_gemma":[0.6420346,5.900818e-7,0.3578704,0.00000999411,0.00006496738,0.000006360955,5.129201e-7,0.000009422331,0.000003127196],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6266562,"threshold_uncertainty_score":0.459804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01989604448530446,"score_gpt":0.2426505894942052,"score_spread":0.2227545450089008,"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."}}