{"id":"W7093962144","doi":"","title":"McGill, Shauna","year":2017,"lang":"","type":"other","venue":"Ulster University Research Portal (Ulster University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","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","bibliometrics","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.003780777,0.003332056,0.00346724,0.02000283,0.009929408,0.00112894,0.01659138,0.004303245,0.0855611],"category_scores_gemma":[0.0005204941,0.004552363,0.002511716,0.005974288,0.01018736,0.005640841,0.01434586,0.008628466,0.06946664],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005200401,"about_ca_system_score_gemma":0.003419885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005455858,"about_ca_topic_score_gemma":0.01421609,"domain_scores_codex":[0.9729117,0.005488154,0.0009544949,0.006787909,0.006663917,0.007193881],"domain_scores_gemma":[0.9793935,0.0008457108,0.002448195,0.009191633,0.003474772,0.004646167],"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":[0.005310299,0.00242222,0.005638792,0.0012964,0.00570988,0.1311288,0.001215226,0.00001574203,0.001088273,0.01925484,0.8190191,0.00790038],"study_design_scores_gemma":[0.008818158,0.001045879,0.001222645,0.002788278,0.001274769,0.0002169499,0.008778417,0.0001166635,0.0001657819,0.00008908807,0.9713063,0.004177046],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004252437,0.0003028507,0.00008631682,0.0005296351,0.001639404,0.004309578,0.01024149,0.0008125144,0.9778258],"genre_scores_gemma":[0.05849353,0.002333049,0.0003119103,0.00008111134,0.000874164,0.000001035627,0.0008091349,0.001712141,0.9353839],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1522872,"threshold_uncertainty_score":0.999908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09089908339877027,"score_gpt":0.3143483866234262,"score_spread":0.2234493032246559,"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."}}