{"id":"W1485090965","doi":"10.5664/jcsm.26813","title":"Digital Analysis and Technical Specifications","year":2007,"lang":"en","type":"article","venue":"Journal of Clinical Sleep Medicine","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":95,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; Process (computing); Formative assessment; Reliability (semiconductor); Sleep (system call); Data science; Digital evidence; Risk analysis (engineering); Medicine; Psychology; Digital forensics; Computer security","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":[0.005146826,0.002405292,0.0009641227,0.00402627,0.00128375,0.008587771,0.00242258,0.001826855,0.06563928],"category_scores_gemma":[0.02478237,0.001340349,0.001214182,0.001935065,0.001359137,0.003318158,0.002688614,0.002346843,0.05420482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001096662,"about_ca_system_score_gemma":0.002947204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001254691,"about_ca_topic_score_gemma":0.0009528424,"domain_scores_codex":[0.9919993,0.001077604,0.001272598,0.0008513034,0.004297065,0.0005021838],"domain_scores_gemma":[0.9771502,0.004670123,0.0007466299,0.007765892,0.009379249,0.0002877594],"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":[0.0007958426,0.0001525154,0.001344091,0.001171558,0.00009654059,0.00118267,0.0007698021,0.007051811,0.1048872,0.1318217,0.1001507,0.6505755],"study_design_scores_gemma":[0.0001057842,0.0001826743,0.0008073279,0.0002692954,0.00009636048,0.001830573,0.0002362676,0.04619047,0.375552,0.03898943,0.5355894,0.0001504318],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002116414,0.0001669874,0.9525696,0.0004264672,0.0002584381,0.0004577446,0.001738152,0.02710104,0.01516509],"genre_scores_gemma":[0.06601586,0.0007885672,0.8388649,0.0009100179,0.0003160443,0.001891663,0.0129272,0.01895972,0.05932608],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.06563928,"threshold_uncertainty_score":0.2195853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1929340587343077,"score_gpt":0.4600093975365599,"score_spread":0.2670753388022522,"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."}}