{"id":"W3165211743","doi":"10.3389/fphar.2021.698567","title":"Scientific and Artful Voices of Resilience","year":2021,"lang":"en","type":"article","venue":"Frontiers in Pharmacology","topic":"Resilience and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Institutes of Health; Fondation Leducq","keywords":"Resilience (materials science); Identity (music); Psychological resilience; Aesthetics; Trait; Psychology; Environmental ethics; Sociology; Epistemology; Social psychology; Computer science; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0199109,0.001151012,0.001181269,0.003152545,0.006375663,0.01146017,0.00167199,0.00936706,0.006877707],"category_scores_gemma":[0.03320444,0.0004234669,0.0009492773,0.001378248,0.05939538,0.01715719,0.00978055,0.02046636,0.001691261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005261995,"about_ca_system_score_gemma":0.005524696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00137889,"about_ca_topic_score_gemma":0.001833526,"domain_scores_codex":[0.9895049,0.006303083,0.0003283269,0.0009529101,0.002166898,0.0007439064],"domain_scores_gemma":[0.9758841,0.01576673,0.001212336,0.002906864,0.002181883,0.002048174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006856531,0.00002538819,0.0002481892,0.000360724,0.00003568579,0.0002499524,0.01162584,0.0002411116,0.0005799751,0.8596722,0.1037307,0.02316163],"study_design_scores_gemma":[0.00001739499,0.00002505203,0.0002664458,0.0007824104,0.00001756536,0.0002853461,0.005011879,0.0001931946,0.0003376798,0.553826,0.4392053,0.00003184774],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.003383216,0.1088364,0.004868138,0.8098911,0.02342316,0.00001537568,0.00009445514,0.0001235158,0.04936473],"genre_scores_gemma":[0.454881,0.1399308,0.007388419,0.2581725,0.09379775,0.0001999982,0.0001771815,0.000423817,0.04502853],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0199109,"threshold_uncertainty_score":0.1053002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01732992629528163,"score_gpt":0.3887158883594735,"score_spread":0.3713859620641919,"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."}}