{"id":"W7045705250","doi":"","title":"Building Resilience by Understanding Reasons for Collapse: A Study of Societal Futures","year":2023,"lang":"en","type":"other","venue":"OCAD University Open Research Repository (OCAD University)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"Existentialism; Futures studies; Resilience (materials science); Anthropocentrism; Cognitive reframing; Futures contract; Psychological resilience; Vulnerability (computing)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.008845324,0.0008098373,0.0005157671,0.003578908,0.03122338,0.01139272,0.003138335,0.002739493,0.005478859],"category_scores_gemma":[0.009793106,0.0004115747,0.0008633409,0.003572719,0.04126618,0.01262099,0.007462936,0.005901807,0.0002528908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06880305,"about_ca_system_score_gemma":0.07068535,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8310674,"about_ca_topic_score_gemma":0.8876622,"domain_scores_codex":[0.99496,0.00221289,0.00008714485,0.0003471842,0.0007658479,0.001626867],"domain_scores_gemma":[0.9950642,0.002291464,0.0004922196,0.0002300348,0.001084311,0.0008377046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001025702,0.00002743566,0.005697028,0.00005652197,0.000007556002,0.0005066077,0.8184919,0.000524382,0.0001415054,0.1629868,0.002702836,0.008847106],"study_design_scores_gemma":[0.00000172475,0.000007295514,0.0031119,0.0001061944,0.000005237446,0.00008254733,0.9428102,0.0004911795,0.00008022812,0.01779677,0.03548343,0.00002320653],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7462404,0.003013295,0.01198035,0.04579459,0.0002551612,0.0001735958,0.0002447703,0.00008379514,0.192214],"genre_scores_gemma":[0.9931015,0.0009590996,0.001345619,0.0005657204,0.00001123263,0.00003179259,0.00003945243,0.00002283499,0.003922788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8310674,"threshold_uncertainty_score":0.4992034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06120257734688005,"score_gpt":0.3316829794134405,"score_spread":0.2704804020665605,"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."}}