{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004167479,0.0001001148,0.0006052988,0.0004929178,0.00008153725,0.00003640788,0.0003600242,0.0001149722,0.0002524343],"category_scores_gemma":[0.02061845,0.00006230325,0.000244782,0.001341833,0.0007747462,0.0002142368,0.00006940197,0.0007286452,0.00001704639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001967846,"about_ca_system_score_gemma":0.00003354284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001830799,"about_ca_topic_score_gemma":0.000006240407,"domain_scores_codex":[0.9968749,0.0001124952,0.001631262,0.0002347459,0.0008930114,0.000253541],"domain_scores_gemma":[0.9930009,0.005503329,0.0005043867,0.0002476175,0.0002063225,0.0005374778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005792239,0.0005958988,0.2252448,0.000007243685,0.0002126566,0.000481234,0.00004562512,0.000006537015,0.006115802,0.001753797,0.001903556,0.7630537],"study_design_scores_gemma":[0.002732401,0.00140311,0.9512078,0.00004820578,0.0005791814,0.0004470388,0.000139477,0.0002218774,0.00338586,0.00166362,0.03800163,0.0001697653],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8439302,0.0003429041,0.1040098,0.01282338,0.0007841082,0.0001614663,0.000006330876,0.00003209536,0.03790965],"genre_scores_gemma":[0.9973302,0.0003126384,0.0003063611,0.0005157174,0.00126919,5.099541e-7,7.840683e-7,0.000007862978,0.0002566811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7628839,"threshold_uncertainty_score":0.9876313,"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."}}