{"id":"W3158686914","doi":"10.31046/tl.v14i1.2729","title":"Uncertainty and Resilience","year":2021,"lang":"en","type":"article","venue":"Theological Librarianship","topic":"Media, Religion, Digital Communication","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Resilience (materials science); Pandemic; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Psychological resilience; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Library science; Sociology; Political science; Public relations; Psychology; Medicine; Social psychology; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001610812,0.00009202103,0.0001273986,0.00002191511,0.0002370935,0.0003736449,0.000232448,0.00005415767,0.002336723],"category_scores_gemma":[0.000407832,0.00006682888,0.00003333402,0.00004451797,0.0007036082,0.0003205017,0.000189018,0.0001544813,0.00008473609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006229752,"about_ca_system_score_gemma":0.00004505422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001744519,"about_ca_topic_score_gemma":0.00006842351,"domain_scores_codex":[0.9991846,0.0001947389,0.0001532625,0.0001961901,0.0001077991,0.0001633875],"domain_scores_gemma":[0.998993,0.0005028486,0.00003866657,0.0003375761,0.00004371836,0.00008418087],"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":[0.00001717492,0.00002812329,0.0005948746,0.000007207459,0.000004325942,0.0000103288,0.001407242,0.000003809667,0.00002597313,0.9942663,0.001645456,0.001989242],"study_design_scores_gemma":[0.0001299413,0.00005409589,0.002613696,0.00001661232,0.000006198497,0.000009810929,0.0002319827,0.00008960276,0.0001354684,0.9487005,0.04789692,0.000115103],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07670326,0.001110053,0.00006318784,0.003286629,0.0001109133,0.0000649619,0.000009258839,0.0001269509,0.9185248],"genre_scores_gemma":[0.9873513,0.0001360089,0.0001771575,0.001441626,0.0001672278,0.000009313871,0.00003553279,0.000006811759,0.01067501],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.910648,"threshold_uncertainty_score":0.9985753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06019599996944294,"score_gpt":0.2368243546703291,"score_spread":0.1766283547008861,"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."}}