{"id":"W4386922432","doi":"10.1371/journal.pbio.3002298","title":"Both technological innovations and cultural change are key to a sustainability transition","year":2023,"lang":"en","type":"article","venue":"PLoS Biology","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Purdue University","keywords":"Sustainability; Biology; Indigenous; Reciprocity (cultural anthropology); Technological change; Consumption (sociology); Key (lock); Term (time); Environmental ethics; Natural resource economics; Ecology; Social science; Sociology; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001716352,0.0001239158,0.0001386923,0.00004488385,0.0001695203,0.00001264423,0.0001118088,0.0001611806,0.0002285496],"category_scores_gemma":[0.0002169674,0.00008434337,0.00002733865,0.0006903543,0.0004850636,0.0001605173,0.0002141322,0.0001331217,0.0001729558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002915792,"about_ca_system_score_gemma":0.000002739737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001483505,"about_ca_topic_score_gemma":0.00007471089,"domain_scores_codex":[0.999033,0.00006662794,0.0001320938,0.0003529463,0.00007802358,0.0003373455],"domain_scores_gemma":[0.9996902,0.00003396855,0.00003059517,0.0001461943,0.000009879483,0.00008913372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001211725,0.0007964741,0.8590578,0.0001103366,0.00004746289,0.0000519738,0.012395,0.0002867975,0.07524433,0.004017788,0.00564347,0.04222736],"study_design_scores_gemma":[0.000138593,0.0002235248,0.9763827,0.000004480166,0.000009071766,0.000008379317,0.006151479,0.0001158495,0.0004689265,0.007508269,0.008805451,0.0001832744],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772408,0.00001004477,0.0001021574,0.02158456,0.00001640952,0.0005585089,0.00002458273,0.0001852666,0.0002776764],"genre_scores_gemma":[0.9986816,0.00001764895,0.0001454253,0.0007829337,0.00002763097,0.0001797387,0.0000452059,0.000004683412,0.0001151366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1173249,"threshold_uncertainty_score":0.3439423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0287198583360537,"score_gpt":0.2664705326855397,"score_spread":0.237750674349486,"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."}}