{"id":"W2609483211","doi":"10.1093/sleepj/zsx050.745","title":"0746 REVIEW OF A MULTISENSOR, LOW COST, AND UNOBTRUSIVE APPROACH TO DETECT MOVEMENTS IN SIT AND SLEEP","year":2017,"lang":"en","type":"review","venue":"SLEEP","topic":"Fire Detection and Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"sync; Computer science; Polysomnography; Videography; Feature (linguistics); Electromyography; Movement (music); Simulation; Artificial intelligence; Computer vision; Physical medicine and rehabilitation; Medicine; Electroencephalography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002222781,0.001004456,0.001377855,0.005081423,0.0004509451,0.001756753,0.00190792,0.00190945,0.02072387],"category_scores_gemma":[0.00462074,0.0004862533,0.001227306,0.003183255,0.0006359888,0.002090881,0.001121072,0.001366238,0.01100103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000971484,"about_ca_system_score_gemma":0.002532188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001949968,"about_ca_topic_score_gemma":0.002989203,"domain_scores_codex":[0.9986302,0.0002924422,0.000298383,0.0002496207,0.0004688569,0.0000606561],"domain_scores_gemma":[0.9962288,0.001148269,0.0003255412,0.0001779598,0.001912604,0.0002068531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001533356,0.000111581,0.0003598393,0.02532302,0.000164529,0.0002382858,0.00008268626,0.0001637981,0.00315837,0.001791999,0.05446976,0.9139828],"study_design_scores_gemma":[0.0000145667,0.0002428343,0.001819883,0.009538705,0.0002808542,0.001427198,0.000080152,0.0001382298,0.001390915,0.0004651496,0.9845656,0.00003585665],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005622786,0.9844301,0.003021899,0.001107851,0.003229924,0.0001243854,0.0002275921,0.00008453577,0.007211395],"genre_scores_gemma":[0.00279884,0.9816748,0.004054123,0.001378532,0.002178189,0.00015372,0.0005215629,0.00005144817,0.007188774],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02072387,"threshold_uncertainty_score":0.06932831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04265403365898789,"score_gpt":0.2980948524793919,"score_spread":0.255440818820404,"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."}}