{"id":"W4233972889","doi":"10.7202/1072601ar","title":"Editorial","year":2020,"lang":"en","type":"editorial","venue":"Paideusis","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer 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":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0007881376,0.0007215166,0.0009823437,0.0002058585,0.0001390099,0.0002315264,0.001142032,0.002436589,0.000985059],"category_scores_gemma":[0.01771702,0.0007519354,0.0004698457,0.0005950528,0.0001038769,0.0001725784,0.0004454159,0.0024927,0.08835713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004697772,"about_ca_system_score_gemma":0.001099276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003439352,"about_ca_topic_score_gemma":0.00005848717,"domain_scores_codex":[0.993471,0.0002689472,0.000602957,0.00110319,0.003867745,0.0006861582],"domain_scores_gemma":[0.9956431,0.001900719,0.0004543125,0.0008877562,0.0007007216,0.0004134308],"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":[0.0001629746,0.0000369821,0.000005362502,0.0001062638,0.0001863765,0.00002122953,0.0001132509,7.506171e-7,0.0001873748,0.000008630132,0.9989815,0.0001893224],"study_design_scores_gemma":[0.0007028684,0.00008990672,0.000001029521,0.00007171948,0.0003187428,1.798554e-7,0.00001213679,0.000006861252,0.00004048667,0.0002033489,0.9977959,0.0007568239],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[8.405721e-7,0.000191605,0.000008830017,0.0001198264,0.9863155,0.0002897175,0.003561711,0.001089263,0.008422691],"genre_scores_gemma":[0.000005174826,0.00003677721,0.0002532396,0.00004040753,0.9948349,0.0001003222,0.002692255,0.0006101883,0.001426711],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.08737207,"threshold_uncertainty_score":0.9999282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008494735036498013,"score_gpt":0.2605719288304021,"score_spread":0.2520771937939041,"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."}}