{"id":"W2923088437","doi":"10.5281/zenodo.18509139","title":"Shift/Work Unlearning Scroll Score Poster","year":2017,"lang":"en","type":"article","venue":"Edinburgh Research Explorer (University of Edinburgh)","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scroll; Presentation (obstetrics); Work (physics); Computer science; Psychology; Engineering; Medicine; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00286674,0.0003767946,0.0005976403,0.0009541693,0.00262611,0.0002141286,0.002729275,0.0006171601,0.04442595],"category_scores_gemma":[0.0005756379,0.0004242735,0.0003592144,0.0008243214,0.001872051,0.001024161,0.001367733,0.002073193,0.0004755741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001578105,"about_ca_system_score_gemma":0.000151004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001152174,"about_ca_topic_score_gemma":0.00005487321,"domain_scores_codex":[0.9953517,0.0003081702,0.0003539509,0.001050034,0.001411039,0.001525102],"domain_scores_gemma":[0.9954393,0.0006730221,0.0003880375,0.002219744,0.0006552062,0.0006247177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001972029,0.0005557545,0.1900522,0.000009437601,0.0008146554,0.001230907,0.0438935,0.0000296382,0.0001870624,0.001955693,0.7046367,0.05466243],"study_design_scores_gemma":[0.02495771,0.003915243,0.4725387,0.005131018,0.0007255643,0.00004516637,0.1385939,0.0001217993,0.0009228003,0.01077167,0.3377754,0.004500967],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8139701,0.0006032945,0.0004513222,0.005936533,0.003131366,0.0006584602,0.0000199683,0.0001736008,0.1750553],"genre_scores_gemma":[0.9849062,0.0001393331,0.0002285128,0.00005950421,0.0009946298,0.000006518408,0.0000278685,0.00005350107,0.01358393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3668613,"threshold_uncertainty_score":0.9998209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.159376849757163,"score_gpt":0.3646291556891647,"score_spread":0.2052523059320017,"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."}}