{"id":"W3130141371","doi":"10.1016/j.oneear.2021.01.004","title":"Patchwork Earth: navigating pathways to just, thriving, and sustainable futures","year":2021,"lang":"en","type":"article","venue":"One Earth","topic":"Environmental, Ecological, and Cultural Studies","field":"Social Sciences","cited_by":61,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Thriving; Futures contract; Earth (classical element); Astrobiology; Earth science; Business; Geology; Sociology; Biology; Social science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003117692,0.00009903624,0.0001606522,0.000006653524,0.001768066,0.0001404949,0.0000824871,0.00007009345,0.0006990188],"category_scores_gemma":[0.0002330374,0.00008585009,0.00004140618,0.0001859061,0.0001519701,0.0001294555,0.0001995682,0.0001442372,0.00006748175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002553563,"about_ca_system_score_gemma":0.00003159207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004303569,"about_ca_topic_score_gemma":0.005127349,"domain_scores_codex":[0.9987969,0.0001223132,0.0001172339,0.0002670622,0.0002238165,0.0004726887],"domain_scores_gemma":[0.9996025,0.00007479132,0.0000388897,0.00009750415,0.0000400842,0.0001462099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004720493,0.0008610263,0.2713244,0.0001864867,0.000260041,0.0007930651,0.3466383,0.0001729602,0.01600848,0.187861,0.01881977,0.1570273],"study_design_scores_gemma":[0.0002705768,0.0001680469,0.3153865,0.0000882231,0.0000256655,0.000002977238,0.3646848,0.000002447762,0.002237549,0.002730997,0.314013,0.0003891877],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9676493,0.001704115,0.00001006847,0.002804508,0.00009511495,0.0001622498,0.000003044846,0.00005717341,0.02751441],"genre_scores_gemma":[0.9828622,0.00119658,0.001083918,0.0007420493,0.0003272006,0.00001806328,0.000003691347,0.000006575669,0.01375973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2951932,"threshold_uncertainty_score":0.9995315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02821764792020174,"score_gpt":0.2685134602416669,"score_spread":0.2402958123214652,"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."}}