{"id":"W6906668043","doi":"10.17616/r31njndb","title":"Royal Roads University Dataverse","year":2022,"lang":"en","type":"other","venue":"Registry of Research Repositories","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Column (typography)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001434279,0.0003396337,0.0005847549,0.0009958844,0.0004838108,0.00008737463,0.002153757,0.000424592,0.01583287],"category_scores_gemma":[0.0007669203,0.00038956,0.0001967773,0.001334712,0.002098829,0.00009174252,0.001824934,0.001586011,0.000953217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000978517,"about_ca_system_score_gemma":0.001149207,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01416549,"about_ca_topic_score_gemma":0.0005006508,"domain_scores_codex":[0.9937858,0.001162825,0.000276685,0.0008908458,0.003135777,0.0007480718],"domain_scores_gemma":[0.9956643,0.0002700701,0.0004967995,0.002933954,0.0003628321,0.0002720233],"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":[0.0002651786,0.0001285523,0.002514289,0.0004923827,0.0003066072,0.001473201,0.0001180813,0.000005027455,0.000337757,0.002144683,0.9921418,0.00007238368],"study_design_scores_gemma":[0.0003744805,0.0001537738,0.0001521701,0.0002136696,0.00004871034,0.00004032319,0.002431633,0.000005907297,0.0003971987,0.00002131528,0.99585,0.000310835],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003380195,0.0007062913,0.000003500681,0.00003908647,0.0007839033,0.0004821761,0.002163737,0.0004583648,0.9950249],"genre_scores_gemma":[0.001492589,0.000159591,0.0004285033,9.023032e-7,0.001090429,0.000007833168,0.0006246516,0.0007494988,0.995446],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01487965,"threshold_uncertainty_score":0.9998556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04376160426909555,"score_gpt":0.3383780373852343,"score_spread":0.2946164331161387,"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."}}