{"id":"W4242544123","doi":"10.32920/ryerson.14639109","title":"Critical Practice of Grant Application and Administration","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Data Analysis and Archiving","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Administration (probate law); Political science; Public administration; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006336651,0.00004311604,0.0001136858,0.00002399972,0.0001065963,0.0001485313,0.00008934173,0.00006093804,0.00006296764],"category_scores_gemma":[0.001588671,0.00004174611,0.0000360125,0.00005853158,0.0001391899,0.0001722853,0.0001393282,0.0001052197,0.000001074394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008299814,"about_ca_system_score_gemma":0.0001658888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00288454,"about_ca_topic_score_gemma":0.002102917,"domain_scores_codex":[0.9992104,0.0001670799,0.000156575,0.0001873368,0.0002125478,0.00006608651],"domain_scores_gemma":[0.9991794,0.0003945916,0.00008404232,0.0001478762,0.0001482208,0.00004586494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001137171,0.000271267,0.0007856443,0.000212338,0.00007108918,0.0000058489,0.01187756,0.000007755952,0.00104749,0.9219831,0.0002965496,0.06342994],"study_design_scores_gemma":[0.0005795927,0.0002594838,0.02366103,0.001139756,0.003024252,0.00002204383,0.4215172,0.02031129,0.004662836,0.1051063,0.4174431,0.002273062],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07951351,0.0007595029,0.3197119,0.0332755,0.0003017998,0.0005314904,0.0000661333,0.00007818513,0.565762],"genre_scores_gemma":[0.9880237,0.000360517,0.01125932,0.0000792194,0.00007608186,0.000009460434,0.0000684579,0.000002089968,0.0001211705],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9085101,"threshold_uncertainty_score":0.4360581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02919161593747825,"score_gpt":0.4031157678223753,"score_spread":0.373924151884897,"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."}}