{"id":"W6925247485","doi":"10.17605/osf.io/v6xu9","title":"Reuse, Revise, Repeat: Customizing OER (Oct. 2020)","year":2019,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Open source; Visualization; Context (archaeology); Interoperability; Key (lock)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004140724,0.0003402075,0.0006503296,0.0002662095,0.0002032715,0.0001323361,0.0007607985,0.0003096449,0.609189],"category_scores_gemma":[0.003281448,0.0003286994,0.0003890167,0.0005576334,0.0001384399,0.0003264766,0.001919235,0.001053539,0.8947816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003917627,"about_ca_system_score_gemma":0.0002867108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003501647,"about_ca_topic_score_gemma":0.00001814919,"domain_scores_codex":[0.9954598,0.0004106843,0.0006946168,0.002069362,0.0006691743,0.0006963756],"domain_scores_gemma":[0.9928316,0.0002941613,0.000190819,0.00588513,0.0003510604,0.0004471931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001436292,0.001294326,0.39598,0.001161652,0.0007912866,0.0004156077,0.001385024,0.0006018989,0.165004,0.002190436,0.3683718,0.06136773],"study_design_scores_gemma":[0.003315997,0.00001397607,0.09206481,0.000623319,0.0002066575,0.000678771,0.0002332966,0.001616492,0.03058068,0.001004392,0.8689618,0.0006997872],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3559368,0.000006007877,0.0001723115,0.001266125,0.0002811367,0.00118878,0.000005729999,0.0001778408,0.6409653],"genre_scores_gemma":[0.4683168,0.000297173,0.0009351964,0.0003558579,0.0001908252,0.000111433,0.00002065478,0.0000572013,0.5297148],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.50059,"threshold_uncertainty_score":0.9999165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01694156140136012,"score_gpt":0.3006440490929194,"score_spread":0.2837024876915593,"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."}}