{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001452254,0.001223229,0.0008772906,0.002243085,0.0013035,0.004117398,0.001488353,0.001461851,0.8102083],"category_scores_gemma":[0.006595911,0.0003422039,0.001008765,0.0009418628,0.0006129383,0.001804135,0.005008675,0.002156476,0.6164331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008526618,"about_ca_system_score_gemma":0.001855921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009288994,"about_ca_topic_score_gemma":0.003548826,"domain_scores_codex":[0.9988081,0.0001294871,0.00005781296,0.0001412168,0.0006338516,0.0002295131],"domain_scores_gemma":[0.9945874,0.0005404082,0.0001800532,0.0005924676,0.002027338,0.002072258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001657679,0.0001574612,0.0002811381,0.0002434888,0.000006526253,0.0001166173,0.0001007181,0.00007694945,0.001067025,0.001133266,0.8229784,0.1736726],"study_design_scores_gemma":[0.00004101395,0.0001505557,0.002996461,0.0001699427,0.000007271005,0.0002182373,0.0002481264,0.0001999347,0.001138917,0.002350171,0.992456,0.00002347338],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006552113,0.0008117017,0.01003583,0.004810979,0.01451318,0.0011953,0.006313837,0.01201734,0.9437496],"genre_scores_gemma":[0.009441518,0.0003566995,0.003607628,0.0008715133,0.001160129,0.0003526041,0.001732799,0.001912128,0.9805649],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8102083,"threshold_uncertainty_score":0.2707149,"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."}}