{"id":"W7033688542","doi":"","title":"Pushing for Better: Confronting Conflict, Unsustainability & Colonialism through Sustainability Assessment and Regional Assessment in the Ring of Fire","year":2019,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Historical Studies of Medieval Iberia","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Population; Sustainability; Resource (disambiguation); Risk assessment","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009275905,0.0002643263,0.0007032275,0.00007966215,0.0005815361,0.00005483485,0.000400577,0.000174871,0.00007565604],"category_scores_gemma":[0.0000912675,0.0002430148,0.0001945585,0.0000532177,0.0004844075,0.0002699945,0.0001107192,0.0004245863,5.640508e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008054752,"about_ca_system_score_gemma":0.0002724178,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1045194,"about_ca_topic_score_gemma":0.1427515,"domain_scores_codex":[0.9982631,0.0002069801,0.0003204272,0.0004372692,0.0004276154,0.0003446705],"domain_scores_gemma":[0.997829,0.0005117234,0.0005378013,0.0003395375,0.0007434157,0.00003852801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002513333,0.0002095207,0.002937747,0.003443601,0.0001591341,0.000006132038,0.9520361,0.00001338218,0.00003124324,0.03638225,0.00288609,0.001643512],"study_design_scores_gemma":[0.001148098,0.0002245065,0.02509476,0.0002270764,0.0001946395,4.333245e-7,0.8247812,0.0001152497,0.000003390616,0.002283659,0.1456344,0.0002925699],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898793,0.000312559,0.00002337523,0.006153165,0.0003933184,0.001509827,0.00007224056,0.00001828556,0.001638001],"genre_scores_gemma":[0.9151552,0.0001703351,0.002118613,0.0001043948,0.0001660602,0.00001876412,0.0005074198,0.0000366813,0.08172258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1427483,"threshold_uncertainty_score":0.9909855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03137623913955041,"score_gpt":0.2781958647468485,"score_spread":0.2468196256072981,"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."}}