{"id":"W4234300385","doi":"10.31542/j.ecj.131","title":"Preface","year":2013,"lang":"en","type":"article","venue":"Earth Common Journal","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"MacEwan University","keywords":"Reflection (computer programming); Process (computing); Affect (linguistics); Sustainability; Echo (communications protocol); Sociology; Computer science; Epistemology; Communication; Philosophy; Computer security; Ecology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001774924,0.00006834937,0.00007558362,0.00000850691,0.0001745021,0.00008316941,0.0001968656,0.00002911605,0.04085664],"category_scores_gemma":[0.00003479152,0.00005593492,0.0000436,0.00008372879,0.00008283372,0.0003997176,0.0000981484,0.000212319,0.00366572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006135594,"about_ca_system_score_gemma":0.00000606799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001131502,"about_ca_topic_score_gemma":0.00009026319,"domain_scores_codex":[0.9992555,0.00005187298,0.0001293484,0.00009604241,0.0002287871,0.000238436],"domain_scores_gemma":[0.999607,0.00002526998,0.00007159649,0.0001494236,0.000009894569,0.0001367996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002554176,0.0002237545,0.7351664,0.00001334686,0.00001560394,0.00008209444,0.005664779,0.001371098,0.003227109,0.00008281359,0.1143911,0.1397364],"study_design_scores_gemma":[0.0002459401,0.00008425873,0.8915767,0.000009798186,0.000003170974,0.0001601659,0.001499664,0.0002507196,0.0008369406,0.004507912,0.1006845,0.0001402391],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9718602,0.00006927389,0.00003130193,0.001563489,0.0001408799,0.00008844766,7.542008e-7,0.00001716682,0.02622845],"genre_scores_gemma":[0.9956073,0.00003843741,0.0003845453,0.0004741094,0.00006968607,0.000005305907,3.229598e-7,0.000005952543,0.003414345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1564103,"threshold_uncertainty_score":0.9971101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008421973401373916,"score_gpt":0.2088057221300191,"score_spread":0.2003837487286451,"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."}}