{"id":"W2916673111","doi":"10.2196/12293","title":"Design and Implementation of a Novel System for Correcting Posture Through the Use of a Wearable Necklace Sensor","year":2019,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wearable computer; Necklace; Computer science; Human–computer interaction; Wearable technology; Embedded system; Real-time computing","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":[0.0005398734,0.0008759404,0.0007691273,0.0008214102,0.000388144,0.000685446,0.001922417,0.001036765,0.005773039],"category_scores_gemma":[0.0006748369,0.0004288786,0.0005649202,0.0002919702,0.0002790584,0.0008567905,0.0007317153,0.0004777011,0.002210172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003005012,"about_ca_system_score_gemma":0.0007526686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009761954,"about_ca_topic_score_gemma":0.0009569406,"domain_scores_codex":[0.9992377,0.00008285755,0.00007960585,0.0002514432,0.0002746435,0.00007378216],"domain_scores_gemma":[0.9994611,0.00005732463,0.00005621963,0.0000573476,0.0003149288,0.00005310243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007340742,0.0004563296,0.009824272,0.001396361,0.0002289569,0.001334085,0.0008333912,0.004178162,0.5850918,0.003153482,0.01015627,0.3826128],"study_design_scores_gemma":[0.0004924116,0.006846784,0.04383184,0.0004550477,0.0009078377,0.006969012,0.0005685331,0.2200824,0.5557364,0.0019009,0.161752,0.0004568279],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0501541,0.000515139,0.9315736,0.0004405386,0.0006126932,0.001422132,0.0003610239,0.007000938,0.007919843],"genre_scores_gemma":[0.4822879,0.0005844044,0.4978266,0.0006655701,0.0001837665,0.001744107,0.0005419085,0.0001824298,0.01598336],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005773039,"threshold_uncertainty_score":0.01931274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1413524046653138,"score_gpt":0.4174601988993047,"score_spread":0.276107794233991,"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."}}