{"id":"W7052268996","doi":"","title":"Resilience and Social-Ecological Systems:
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\\nCanada","year":2009,"lang":"en","type":"dissertation","venue":"UTAS Research Repository","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Tasmania; Commonwealth Scientific and Industrial Research Organisation; ACT Government","keywords":"Sustainability; Biosphere; Government (linguistics); Corporate governance; Scope (computer science); Resilience (materials science); Civil society; Process (computing); Conceptual framework; Psychological resilience","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001465659,0.0003938443,0.0005699085,0.0003781058,0.0006679003,0.0006730634,0.0006047816,0.0004071273,0.002800784],"category_scores_gemma":[0.00008295368,0.0003571062,0.00008849024,0.0006681683,0.0004021263,0.00006601114,0.0002391035,0.001822894,0.00001822345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009950861,"about_ca_system_score_gemma":0.0007313757,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1969641,"about_ca_topic_score_gemma":0.04610225,"domain_scores_codex":[0.9945582,0.0009985846,0.0007029221,0.001017159,0.001617926,0.001105175],"domain_scores_gemma":[0.9981211,0.000368692,0.0001915376,0.0004817363,0.0005173596,0.0003195153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001396162,0.003148385,0.1550334,0.004133859,0.0003836216,0.001522181,0.002898636,0.00002965013,0.01842703,0.01137348,0.1774812,0.6241723],"study_design_scores_gemma":[0.001747779,0.001729356,0.8747406,0.0009668416,0.00005753109,0.00001074066,0.01847175,0.001841135,0.001600013,0.0006428013,0.09703189,0.001159583],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9119158,0.0007396351,4.21529e-7,0.0003801904,0.0002106956,0.00244432,0.00003063732,0.00003810737,0.08424021],"genre_scores_gemma":[0.8843904,0.0000539357,0.00003573977,0.000004988364,0.0003379893,0.0007329492,0.0002622285,0.0000288266,0.114153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7197072,"threshold_uncertainty_score":0.9998881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0304449678058105,"score_gpt":0.3571001767017173,"score_spread":0.3266552088959068,"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."}}