{"id":"W4235575320","doi":"10.3410/f.736832585.793568954","title":"Faculty Opinions recommendation of Coupled electrophysiological, hemodynamic, and cerebrospinal fluid oscillations in human sleep.","year":2019,"lang":"en","type":"dataset","venue":"Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital; National Institutes of Health; Centre d'Imagerie BioMédicale","keywords":"Neuroscience; Medicine; Psychology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001181433,0.001898832,0.001206344,0.004340214,0.0007107581,0.002098681,0.001939024,0.001773116,0.04895839],"category_scores_gemma":[0.01027918,0.0003339397,0.00154603,0.006304908,0.0003247617,0.001017494,0.001645426,0.00107293,0.04982067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001028667,"about_ca_system_score_gemma":0.002591782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02022635,"about_ca_topic_score_gemma":0.05347558,"domain_scores_codex":[0.9987992,0.0002114863,0.0001805734,0.0004168542,0.0002517567,0.0001400643],"domain_scores_gemma":[0.9965089,0.001294869,0.0004678975,0.0005601164,0.0008228869,0.0003453126],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001403707,0.00003624208,0.004468638,0.002525173,0.0001622821,0.00006348509,0.00004774493,0.0003669037,0.0002766485,0.0003758613,0.9820938,0.009442928],"study_design_scores_gemma":[0.0003316253,0.00003790375,0.02188727,0.0008959924,0.0002048585,0.000141919,0.0001242871,0.000981363,0.0005071176,0.001436154,0.9734049,0.00004655106],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0005135767,0.0003955768,0.0001003134,0.0002035696,0.00005184807,0.00001942642,0.9972557,0.0003055868,0.001154286],"genre_scores_gemma":[0.00161246,0.0002392273,0.0004146537,0.00007678637,0.00002651212,0.00009791816,0.9965063,0.00005833126,0.0009677078],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.9988186,"threshold_uncertainty_score":0.1637821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05257252032365776,"score_gpt":0.3768952669874533,"score_spread":0.3243227466637955,"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."}}