{"id":"W4245395317","doi":"10.37119/ojs2019.v25i1.434","title":"Editorial","year":2019,"lang":"en","type":"editorial","venue":"in education","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Library science; Engineering ethics; Political science; Engineering; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001224376,0.0001112182,0.0001443521,0.000160752,0.0001492511,0.0001502386,0.0002913096,0.0006743541,0.0006801553],"category_scores_gemma":[0.00235415,0.000129383,0.00004212927,0.0002445669,0.0000400948,0.0002589463,0.0000206584,0.0006955974,0.0009489106],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009919778,"about_ca_system_score_gemma":0.009571679,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01270769,"about_ca_topic_score_gemma":0.001873731,"domain_scores_codex":[0.9981002,0.0002962035,0.0002215097,0.0002651333,0.000888693,0.0002282461],"domain_scores_gemma":[0.9984403,0.0007868267,0.0001623717,0.0002398476,0.000299548,0.00007108645],"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":[0.00000433058,0.000159848,0.00007750174,0.00001733826,0.000003766173,4.328115e-8,0.006539144,0.000001770885,4.271686e-7,0.0009286452,0.9875044,0.004762848],"study_design_scores_gemma":[0.00008614895,0.000009438329,0.00005098689,0.00005398723,0.000009235176,7.068388e-9,0.004168336,1.031954e-7,2.210995e-7,0.0005876239,0.9948936,0.0001403803],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00007040316,0.0002263493,0.000001139995,0.0009887819,0.921828,0.0002842671,0.000007719126,0.00002942622,0.07656389],"genre_scores_gemma":[0.0002525269,0.0009808394,0.00006613063,0.00003863265,0.9552993,0.0001103662,0.0002299015,0.00001867695,0.04300364],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03356024,"threshold_uncertainty_score":0.999829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01912947754969542,"score_gpt":0.3872938569360831,"score_spread":0.3681643793863877,"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."}}