{"id":"W3136201440","doi":"10.3390/su13063578","title":"Choices We Make in Times of Crisis","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Action (physics); Irrational number; Constructive; Bridging (networking); Archetype; Political science; Management science; Public relations; Computer science; Economics; Computer security","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007574155,0.00003763174,0.00009666315,0.00004009591,0.0001022133,0.00001856745,0.0001366533,0.00005627213,0.003250696],"category_scores_gemma":[0.001095997,0.00004023909,0.00004283896,0.0003790906,0.0001515755,0.00007345914,0.00006887378,0.00006789195,0.000005456914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003370442,"about_ca_system_score_gemma":0.0003383714,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004776959,"about_ca_topic_score_gemma":0.03493378,"domain_scores_codex":[0.999051,0.0004170204,0.0001505583,0.0001153343,0.0001311844,0.0001349346],"domain_scores_gemma":[0.9990022,0.0001426713,0.0000405569,0.0002891121,0.0004912953,0.0000341283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003936606,0.0007028861,0.5077288,0.0004879413,0.000009205881,0.000007162688,0.2353078,0.00001702624,0.0001110019,0.13389,0.001589886,0.120109],"study_design_scores_gemma":[0.0002055695,0.00001330172,0.2373385,0.00001786695,0.000005569416,1.887533e-7,0.3526945,0.00002146099,0.0001173984,0.1053273,0.3041508,0.0001075367],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8410403,0.0007700345,0.000009436164,0.06304083,0.00008982547,0.000230563,0.000007864918,0.00004013261,0.09477105],"genre_scores_gemma":[0.9964668,0.001498179,0.00006877083,0.00008815075,0.00002563354,0.00001086802,0.0000057453,0.000002352574,0.001833501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.302561,"threshold_uncertainty_score":0.9976605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1955042406563856,"score_gpt":0.4562524748942707,"score_spread":0.2607482342378852,"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."}}