{"id":"W4306963805","doi":"10.3390/su142013566","title":"Sustainable Society: Wellbeing and Technology—3 Case Studies in Decision Making","year":2022,"lang":"en","type":"article","venue":"Sustainability","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Canadian Navy","funders":"","keywords":"Pace; Context (archaeology); Sustainability; Technological change; Risk analysis (engineering); Resource (disambiguation); Management science; Business; Computer science; Knowledge management; Engineering","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":[0.01149111,0.0007654878,0.0006220772,0.00202195,0.007936109,0.0101419,0.002563774,0.006763339,0.005837935],"category_scores_gemma":[0.009471862,0.0004143118,0.001285488,0.006177534,0.009429076,0.00520794,0.007584226,0.003784183,0.0004865793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009193351,"about_ca_system_score_gemma":0.004289855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01019113,"about_ca_topic_score_gemma":0.02265661,"domain_scores_codex":[0.9835316,0.01405764,0.0003409807,0.0002774589,0.001039321,0.0007530641],"domain_scores_gemma":[0.9841325,0.0139696,0.0004748886,0.0003166292,0.0004455419,0.0006607754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003486786,0.001521366,0.005981359,0.001673306,0.00009416366,0.01810958,0.1094047,0.02075814,0.0009768729,0.7664958,0.01765604,0.05698003],"study_design_scores_gemma":[0.0001448199,0.0004573581,0.003435274,0.002897763,0.00006223142,0.003895123,0.3418287,0.0163576,0.00269123,0.2412022,0.386871,0.000156753],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.502139,0.02387509,0.08614471,0.04187447,0.0009350441,0.003830121,0.000974737,0.00008589948,0.3401409],"genre_scores_gemma":[0.8832173,0.01456465,0.07270245,0.002316033,0.0002213458,0.00267369,0.0002180763,0.00004795744,0.02403849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01149111,"threshold_uncertainty_score":0.06670272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008896701410486308,"score_gpt":0.3050238990155694,"score_spread":0.2961271976050831,"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."}}