{"id":"W2213335107","doi":"","title":"Grantsmanship and the University: Five Strategies for Grant Professionals Working with Faculty","year":2009,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Research, Science, and Academia","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Grantsmanship; Newspaper; Value (mathematics); Higher education; Political science; Variety (cybernetics); Public relations; Liberal arts education; The arts; Sociology; Medical education; Media studies; Medicine","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.01121123,0.0001246461,0.000224231,0.0001852802,0.00141134,0.000470057,0.001017252,0.00005625027,0.000009059647],"category_scores_gemma":[0.000377735,0.00005548767,0.00009825305,0.0006555589,0.000427846,0.0006580779,0.00004247177,0.001410597,0.000005690756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001379933,"about_ca_system_score_gemma":0.002200516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002178652,"about_ca_topic_score_gemma":0.0003754408,"domain_scores_codex":[0.9964256,0.000308822,0.0002504472,0.0003033963,0.001236468,0.00147531],"domain_scores_gemma":[0.9983981,0.0008809827,0.0002093803,0.000158859,0.0002368328,0.0001158175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001184058,0.00003015659,0.001732078,0.000001516705,0.00004182266,0.000008273651,0.002675696,0.0001118011,0.00007974105,0.8985766,0.001283319,0.09427497],"study_design_scores_gemma":[0.001907746,0.0002837381,0.004658279,0.00003622911,0.00001470705,0.0001496942,0.07132632,0.0006297732,0.00001451077,0.9157863,0.005084697,0.000108037],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9211395,0.002068792,0.04154693,0.03084535,0.0001204543,0.0006600943,0.000006947143,0.0000256244,0.003586263],"genre_scores_gemma":[0.9923891,0.000642659,0.0001653948,0.0002215047,0.0001112102,0.00000132578,7.094111e-7,0.00000412402,0.006463922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09416693,"threshold_uncertainty_score":0.9998887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1091339810061574,"score_gpt":0.3828545328666909,"score_spread":0.2737205518605335,"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."}}