{"id":"W4392108524","doi":"10.15173/m.v1i42.3279","title":"Staff","year":2022,"lang":"en","type":"article","venue":"The Meducator","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hamilton Health Sciences; Discovery Centre","funders":"","keywords":"Peer review; Nursing; Medicine; Psychology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005148994,0.00005784704,0.00005810686,0.00003818269,0.0003619116,0.00001285723,0.0004465645,0.000004709122,0.009914799],"category_scores_gemma":[0.00004922958,0.00003960817,0.00003521752,0.0002962019,0.00005175771,0.00002352266,0.0002016306,0.0001727329,0.006418253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001535692,"about_ca_system_score_gemma":0.0001708531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004103862,"about_ca_topic_score_gemma":0.000004397055,"domain_scores_codex":[0.9991573,0.0001858942,0.00007005144,0.0001056442,0.0002903084,0.0001907949],"domain_scores_gemma":[0.9994068,0.00006051312,0.00003638794,0.0004342173,0.00001030945,0.00005177785],"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":[0.00004835974,0.0003979941,0.0006170821,0.000003096283,0.0000378176,0.000004898005,0.0130292,0.00005491356,0.0165251,0.01733082,0.9506339,0.001316766],"study_design_scores_gemma":[0.0001159664,0.00004212352,0.001213088,4.222424e-7,0.00001451379,0.00002519823,0.01047719,0.00001694986,0.001419681,0.001152071,0.9854424,0.00008039954],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812129,0.0001972308,7.682365e-7,0.004921977,0.0008180048,0.0001430678,0.00005182905,0.0001190216,0.0125352],"genre_scores_gemma":[0.991542,3.681501e-7,0.00004395938,0.0003413656,0.0001421486,0.0001540935,0.000006384844,0.00004427879,0.007725429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03480845,"threshold_uncertainty_score":0.9943554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01872604039506635,"score_gpt":0.2680974519725427,"score_spread":0.2493714115774764,"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."}}