{"id":"W3164985674","doi":"10.1503/cmaj.210111","title":"Variations on a theme","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Theme (computing); Uncanny; Computer science; Data science; Sleep (system call); World Wide Web; Telecommunications; Aeronautics; Psychology; Psychoanalysis; Engineering; Operating system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002459599,0.0007124396,0.0004067605,0.001167266,0.008196557,0.005404762,0.001645044,0.002895094,0.08973425],"category_scores_gemma":[0.007673678,0.0002616834,0.0009179994,0.001307452,0.005594987,0.006816891,0.009672021,0.0075998,0.02995876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003273986,"about_ca_system_score_gemma":0.003636424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008364757,"about_ca_topic_score_gemma":0.01423125,"domain_scores_codex":[0.9971095,0.0007496263,0.0001105093,0.0004427125,0.0009429998,0.0006446862],"domain_scores_gemma":[0.997247,0.0003455534,0.0001104647,0.0003444513,0.001071831,0.0008807536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006411695,0.00003331575,0.0004573145,0.0001451444,0.00001047573,0.0005246148,0.01452072,0.00005213069,0.001023981,0.2255658,0.708674,0.04892844],"study_design_scores_gemma":[0.000003879272,0.00000988471,0.0002521762,0.0001097296,0.000002202219,0.0002727187,0.003842485,0.00002079164,0.00009546849,0.007026179,0.9883531,0.00001148825],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008207014,0.005805246,0.01206686,0.1182285,0.06992441,0.0002174057,0.0005139782,0.0007229598,0.7843136],"genre_scores_gemma":[0.07628585,0.00433888,0.005661004,0.04542129,0.0101172,0.0003106232,0.0003887011,0.001678394,0.855798],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08973425,"threshold_uncertainty_score":0.300191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02974086709500559,"score_gpt":0.2906139610077075,"score_spread":0.2608730939127019,"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."}}