{"id":"W6887687417","doi":"10.17605/osf.io/9jdwn","title":"IRB","year":2017,"lang":"en","type":"article","venue":"Open Science Framework","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Government (linguistics); Identification (biology); Work (physics); Process (computing)","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":["sts","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.002978801,0.0001167411,0.0001567742,0.00008357978,0.003932337,0.008097554,0.01745918,0.00007364644,0.001047534],"category_scores_gemma":[0.007051008,0.00009940883,0.00003000012,0.000541467,0.002743111,0.003894968,0.004506668,0.0002981046,0.0276287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001043793,"about_ca_system_score_gemma":0.0004114695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003117641,"about_ca_topic_score_gemma":0.00003273468,"domain_scores_codex":[0.9978273,0.00002280963,0.0001360629,0.0006343493,0.000785153,0.0005943098],"domain_scores_gemma":[0.9954104,0.00006674078,0.0002243592,0.003866959,0.0001528238,0.000278656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00006395307,0.000203818,0.1422196,0.000004855522,0.00001112814,0.00006042595,0.001637035,0.00003642337,0.03261394,0.7123547,0.03313626,0.07765781],"study_design_scores_gemma":[0.0003866037,0.00007987636,0.5767187,0.0002700801,0.0000114499,0.00001777258,0.0002710182,0.0006582942,0.01525509,0.2113592,0.1943132,0.0006587183],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3467436,0.00001904365,0.0008715442,0.002678469,0.001381208,0.0005325415,0.00001308956,0.00008596054,0.6476746],"genre_scores_gemma":[0.9450456,0.000001603821,0.05164089,0.0004035719,0.0001236039,0.00002215188,3.081618e-7,0.00002361505,0.002738665],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6449358,"threshold_uncertainty_score":0.9999709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08281345186647933,"score_gpt":0.4476885012058374,"score_spread":0.3648750493393581,"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."}}