{"id":"W4313486070","doi":"10.5281/zenodo.5533617","title":"UniSAFE National researcher report - Canada","year":2021,"lang":"en","type":"report","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"Geography","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":["metaresearch","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004731726,0.000180254,0.0002453856,0.0002543137,0.005690774,0.001129685,0.001305954,0.0002171639,0.05374685],"category_scores_gemma":[0.009300879,0.0002193124,0.00009248471,0.0008991097,0.000320075,0.0002077056,0.001832165,0.0006122738,0.00105704],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004745963,"about_ca_system_score_gemma":0.002766649,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3281658,"about_ca_topic_score_gemma":0.0529569,"domain_scores_codex":[0.9930964,0.0006793338,0.0003553966,0.000615483,0.00469134,0.0005620559],"domain_scores_gemma":[0.9909179,0.0000677209,0.0002263738,0.0003915366,0.008020813,0.0003756949],"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":[0.00001034,0.00003531541,0.00002765681,0.00004756585,0.00007614714,0.0005223885,0.001046155,0.000002191185,0.000008384075,0.001636731,0.9884716,0.008115483],"study_design_scores_gemma":[0.000141451,0.00001259684,0.00125069,0.00004843269,0.00001527788,0.000147503,0.001800086,0.000001581131,0.000008878685,0.0001008882,0.9962249,0.0002476514],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005905407,0.0001627181,0.00004888797,0.002674163,0.0007526733,0.0003383128,0.00064316,0.0003335494,0.994456],"genre_scores_gemma":[0.1350683,0.003403011,0.0004248488,0.0007389775,0.004522708,1.887034e-7,0.07124998,0.003656395,0.7809356],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2752089,"threshold_uncertainty_score":0.9999073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1256192610836784,"score_gpt":0.3161269246766754,"score_spread":0.1905076635929969,"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."}}