{"id":"W2271657262","doi":"10.5664/jcsm.26817","title":"The Scoring of Movements in Sleep","year":2007,"lang":"en","type":"article","venue":"Journal of Clinical Sleep Medicine","topic":"Restless Legs Syndrome Research","field":"Medicine","cited_by":112,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Hôpital du Sacré-Cœur de Montréal","funders":"","keywords":"Medical school; Library science; Medicine; Medical education","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02003511,0.0001304437,0.001064035,0.0003398615,0.00004144961,0.000005481182,0.0003854001,0.0001484466,0.0001399423],"category_scores_gemma":[0.01250545,0.00006740756,0.0002491687,0.000537868,0.0005177489,0.0000870772,0.00007960352,0.001369261,0.00000968763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009198707,"about_ca_system_score_gemma":0.0001517774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004678675,"about_ca_topic_score_gemma":0.00003210588,"domain_scores_codex":[0.9940329,0.0001943067,0.003492251,0.0001556835,0.001692297,0.0004325929],"domain_scores_gemma":[0.9935842,0.003935738,0.00106229,0.0003780428,0.0005627488,0.0004769623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002547845,0.0005426605,0.7185774,0.000107494,0.0002702236,0.001220287,0.0001639485,0.00001791711,0.001912184,0.0001720533,0.0006462068,0.2738217],"study_design_scores_gemma":[0.009161616,0.003454938,0.9748762,0.001332208,0.00006634505,0.0002769178,0.0005731256,0.0002059353,0.0007217571,0.0004457306,0.008817454,0.00006781093],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830874,0.002333201,0.0006848332,0.006381044,0.001022441,0.0002402179,2.866381e-7,0.000004364118,0.006246218],"genre_scores_gemma":[0.9957944,0.001695994,0.000380712,0.0003397464,0.001398672,9.371028e-7,5.170012e-7,0.00001834377,0.0003707467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2737539,"threshold_uncertainty_score":0.9958127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1376347674968345,"score_gpt":0.5130196729165771,"score_spread":0.3753849054197426,"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."}}