{"id":"W1623916541","doi":"10.5860/llm.v28i2.7055","title":"Risk-taking in Academic Libraries: The Implications of Prospect Theory","year":2014,"lang":"en","type":"article","venue":"Library Leadership & Management","topic":"Decision-Making and Behavioral Economics","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Cognitive reframing; Pace; Prospect theory; Perspective (graphical); Context (archaeology); Dynamics (music); Value (mathematics); Academic community; Engineering ethics; Public relations; Management science; Business; Political science; Sociology; Computer science; Economics; Engineering; Psychology; Social science; Finance","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":[0.003342839,0.0001881583,0.0003135495,0.0004577529,0.0001710768,0.000344963,0.002394882,0.0001094102,0.0006072067],"category_scores_gemma":[0.0008889255,0.000121377,0.0001534743,0.001183907,0.0002790068,0.001340206,0.0005530898,0.0004473469,0.0002656602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001926809,"about_ca_system_score_gemma":0.00002892148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005332063,"about_ca_topic_score_gemma":0.000005143636,"domain_scores_codex":[0.9970122,0.0005746639,0.0009668127,0.0005830988,0.000495597,0.0003676036],"domain_scores_gemma":[0.9949448,0.002599395,0.001083967,0.001278144,0.00001918666,0.00007457024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004091231,0.00004769572,0.1255362,0.00001078641,0.00001356547,0.000001493751,0.001017395,0.0003043186,0.000005315777,0.3548589,0.004893729,0.5132697],"study_design_scores_gemma":[0.0001928756,0.00002514305,0.2723651,0.00004877972,0.00001870518,0.000001024333,0.004340158,0.0003187547,0.00007980531,0.7069187,0.01556669,0.0001242114],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8301612,0.000735818,0.008551043,0.0227191,0.0005713745,0.001153882,0.00002912037,0.0002306174,0.1358479],"genre_scores_gemma":[0.9925126,0.0000506831,0.002527929,0.001682958,0.00009462011,0.00005270776,0.00000471676,0.00002646523,0.003047339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5131454,"threshold_uncertainty_score":0.6648487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2280112674352634,"score_gpt":0.3726053140095901,"score_spread":0.1445940465743267,"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."}}