{"id":"W2920907783","doi":"10.21810/sfuer.v12i1.889","title":"To Co-co-respond","year":2019,"lang":"en","type":"article","venue":"SFU Educational Review","topic":"Digital Education and Society","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Chemistry","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":[0.0003333471,0.00008957218,0.0001445783,0.00004146288,0.00004578027,0.000113088,0.0006376623,0.00001997962,0.00194706],"category_scores_gemma":[0.0001898549,0.00008087258,0.0000918412,0.0004211099,0.00001311753,0.0003517735,0.00004478731,0.00006291151,0.02110755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007267446,"about_ca_system_score_gemma":0.0007377676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003827952,"about_ca_topic_score_gemma":2.756151e-7,"domain_scores_codex":[0.9990425,0.00003723678,0.0001971157,0.0002733489,0.0002926366,0.0001572107],"domain_scores_gemma":[0.999018,0.0001263369,0.00005526313,0.0005010485,0.0001265782,0.0001728217],"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":[5.092161e-7,0.0001083208,0.000845105,0.0002734227,0.000007229395,8.689031e-8,0.0004051978,0.000001127507,0.00002433447,0.2667696,0.7012208,0.03034424],"study_design_scores_gemma":[0.00003701506,0.00001602448,0.007990057,0.0003008153,0.000001976962,0.00000491375,0.00001734233,0.000008882243,0.00002583997,0.001853852,0.9896302,0.00011303],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01463799,0.03698577,0.003210815,0.2523898,0.003317378,0.001825355,0.00002157566,0.0001580073,0.6874533],"genre_scores_gemma":[0.1513814,0.01679489,0.06278224,0.3868795,0.001035008,0.0007062222,0.0002927226,0.00006389372,0.3800641],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3073892,"threshold_uncertainty_score":0.9989653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02212744940426572,"score_gpt":0.3796713115024195,"score_spread":0.3575438620981538,"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."}}