{"id":"W4312178590","doi":"10.18280/ria.360504","title":"SmartMedBox: A Smart Medicine Box for Visually Impaired People Using IoT and Computer Vision Techniques","year":2022,"lang":"en","type":"article","venue":"Revue d intelligence artificielle","topic":"Retinal Imaging and Analysis","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"ALARM; Computer science; Arduino; Internet of Things; Microcontroller; Mobile device; Smart device; Artificial intelligence; Computer vision; Embedded system; Computer hardware; Human–computer interaction; Engineering; Operating system; Electrical engineering","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":[0.0002321552,0.0005160091,0.0004704601,0.0006121881,0.0002299612,0.0004712525,0.0007206718,0.0008300157,0.008513195],"category_scores_gemma":[0.0004551475,0.0001932493,0.0004315752,0.0002459539,0.0002161824,0.000682618,0.0008161838,0.0002461803,0.002107421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001723719,"about_ca_system_score_gemma":0.0003643498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005632986,"about_ca_topic_score_gemma":0.0008731227,"domain_scores_codex":[0.9997991,0.00003238081,0.00001607994,0.00004304323,0.00008814228,0.00002127804],"domain_scores_gemma":[0.9997868,0.00005208059,0.00003087121,0.00002765868,0.00007170027,0.00003091393],"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":[0.001190515,0.0005170868,0.00746708,0.00176869,0.000129214,0.00162889,0.0004363947,0.001607959,0.3005175,0.002743647,0.02804936,0.6539437],"study_design_scores_gemma":[0.000624217,0.005595722,0.0750644,0.0009781806,0.0007426919,0.02169476,0.0007399918,0.0923146,0.4483818,0.003396237,0.3499856,0.00048182],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2369076,0.00623121,0.7000899,0.001468549,0.0008765431,0.00180183,0.002689981,0.02425886,0.02567549],"genre_scores_gemma":[0.585699,0.002427358,0.3628507,0.001548763,0.0001931033,0.0008834462,0.001642328,0.0003580669,0.04439718],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008513195,"threshold_uncertainty_score":0.02847946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03930731988606677,"score_gpt":0.3411680180914551,"score_spread":0.3018606982053884,"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."}}