{"id":"W4246238983","doi":"10.25275/apjcectv3i2ict5","title":"IoT BASED REAL-TIME VOICE ANALYSIS AND SMART MONITORING SYSTEM FOR DISABLED PEOPLE","year":2017,"lang":"en","type":"article","venue":"Asia Pacific Journal of Contemporary Education and Communication Technology","topic":"Education and Learning Interventions","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Disabled people; Internet of Things; Human–computer interaction; Real-time computing; Speech recognition; Embedded system; Psychology; Applied psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001878836,0.000395747,0.0004203972,0.0005833374,0.0001948715,0.0004535416,0.0004464628,0.0004726133,0.003538775],"category_scores_gemma":[0.0004757956,0.0001060849,0.0002883336,0.0002678518,0.0001001513,0.0004553648,0.0004827853,0.0002000053,0.001504827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001613752,"about_ca_system_score_gemma":0.0002299987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007869694,"about_ca_topic_score_gemma":0.0009698836,"domain_scores_codex":[0.9997888,0.00002797853,0.0000209661,0.00005111405,0.00008252981,0.00002866082],"domain_scores_gemma":[0.9998332,0.00003440983,0.00002607146,0.00001752145,0.00006743096,0.00002130274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001518155,0.000372933,0.01999206,0.0007773332,0.0001193185,0.001825541,0.000490471,0.003069315,0.1692766,0.0008958949,0.02112926,0.7805332],"study_design_scores_gemma":[0.0005925093,0.003651617,0.2057917,0.0006970828,0.0008226437,0.01418254,0.002077791,0.3556705,0.2873364,0.006009256,0.1227759,0.0003919629],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5144072,0.005650201,0.4154644,0.001361817,0.0009708427,0.0008262022,0.004397407,0.01954344,0.03737842],"genre_scores_gemma":[0.9364608,0.00152918,0.04583353,0.000530661,0.0002504603,0.0004004474,0.002123687,0.0001230096,0.01274815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003538775,"threshold_uncertainty_score":0.01183844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02110554041432803,"score_gpt":0.3071854693763738,"score_spread":0.2860799289620458,"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."}}