{"id":"W6962822243","doi":"10.17616/r3x518","title":"Ryerson University Dataverse","year":2018,"lang":"en","type":"other","venue":"Registry of Research Repositories","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Service (business); Resource (disambiguation); Outsourcing","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","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001169707,0.0003268856,0.0005395453,0.0009721906,0.0002758361,0.00008815891,0.001676902,0.0006627612,0.002522663],"category_scores_gemma":[0.0008602349,0.000348198,0.0001520073,0.001231847,0.004230586,0.0001453981,0.000711408,0.0006875135,0.006709179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004661876,"about_ca_system_score_gemma":0.0008279959,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008570218,"about_ca_topic_score_gemma":0.0006480736,"domain_scores_codex":[0.9953826,0.0006517065,0.0002370056,0.0008095967,0.002204077,0.0007150282],"domain_scores_gemma":[0.995505,0.0002124067,0.00049579,0.002745817,0.0007664758,0.0002744836],"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":[0.0002333658,0.00007720827,0.001342628,0.0006688877,0.0002522483,0.0005028476,0.0001054914,6.830955e-8,0.001599521,0.001406714,0.993753,0.00005797541],"study_design_scores_gemma":[0.0003128879,0.0001693006,0.00009149749,0.001030215,0.00004519267,0.00003815461,0.001272721,0.000002364968,0.003868582,0.00003017797,0.9928584,0.0002804963],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003594888,0.0003019406,0.00001358586,0.00003202691,0.0008469949,0.0004249693,0.0008513489,0.00043279,0.9967369],"genre_scores_gemma":[0.0009549388,0.0002230473,0.001165318,5.558954e-7,0.002324293,0.000002177206,0.0001925709,0.0006637139,0.9944734],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.007922144,"threshold_uncertainty_score":0.999897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0609933592743392,"score_gpt":0.3633648033441789,"score_spread":0.3023714440698397,"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."}}