{"id":"W7052740539","doi":"","title":"SSHRC Transformation","year":2020,"lang":"en","type":"article","venue":"Érudit documents and data repository (Érudit Consortium, University of Montreal)","topic":"Plasma Diagnostics and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Square (algebra); Connection (principal bundle); Transformation (genetics); Dream; Research council; Calculus (dental)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.007673804,0.0009092189,0.0007619108,0.003310693,0.003578812,0.008741557,0.002892541,0.001820777,0.2312279],"category_scores_gemma":[0.01660284,0.0007558294,0.001604179,0.004190531,0.002029643,0.005481577,0.008742673,0.004260473,0.203075],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00692953,"about_ca_system_score_gemma":0.01464444,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07063993,"about_ca_topic_score_gemma":0.05066119,"domain_scores_codex":[0.9890079,0.001801115,0.0005443565,0.001824324,0.005324463,0.001497821],"domain_scores_gemma":[0.9872553,0.0008732165,0.0001921824,0.004985148,0.006134489,0.0005596335],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002355529,0.0001217915,0.0008176392,0.0001414788,0.00001850256,0.0001529046,0.001075534,0.0003843324,0.002845942,0.1244498,0.7784433,0.0913133],"study_design_scores_gemma":[0.0000143389,0.000006067934,0.0002132922,0.00002618883,0.000003242694,0.00002930029,0.0001563133,0.0002672241,0.001372489,0.003865603,0.9940335,0.00001245247],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004877859,0.0002606716,0.0550673,0.005554054,0.002567198,0.001263458,0.03581248,0.04578179,0.8488151],"genre_scores_gemma":[0.04330093,0.0004748135,0.05569504,0.005847652,0.0003512744,0.001343051,0.07611764,0.03353456,0.783335],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9930705,"threshold_uncertainty_score":0.7735345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01226225844667219,"score_gpt":0.1927307112563528,"score_spread":0.1804684528096806,"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."}}