{"id":"W1592141818","doi":"10.22329/csw.v11i3.5834","title":"Community and Environmental Sustainability","year":2019,"lang":"en","type":"article","venue":"Critical Social Work","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Community engagement; Work (physics); Public relations; Context (archaeology); Learning community; Sociology; Sustainable community; Environmental justice; Social sustainability; Engineering ethics; Community organization; Social justice; Political science; Pedagogy; Engineering; Social science; Geography; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001137934,0.00007744572,0.0001236542,0.00001905191,0.001888849,0.00008709959,0.0001645416,0.0001454765,0.001007354],"category_scores_gemma":[0.001856602,0.00008875917,0.00004604226,0.0002411652,0.001618143,0.0001635506,0.00009606117,0.0003422007,0.00005711341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008491278,"about_ca_system_score_gemma":0.000138217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008036428,"about_ca_topic_score_gemma":0.00004182812,"domain_scores_codex":[0.9980907,0.001019824,0.0001274002,0.0001554133,0.000245589,0.0003610023],"domain_scores_gemma":[0.9986442,0.0009704403,0.000016699,0.0001637266,0.00006975947,0.0001351896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003373805,0.0004670735,0.4673321,0.00008985156,0.000007929208,0.000001412557,0.1134534,5.119726e-7,0.00000758744,0.4061156,0.001191949,0.01129885],"study_design_scores_gemma":[0.0001290975,0.00003279896,0.4585066,0.000004503687,0.00001411074,2.148447e-7,0.2747291,9.540978e-7,0.00000332018,0.1714456,0.0949624,0.0001712547],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9584638,0.00005146641,0.00001428695,0.03225807,0.0003123447,0.0003194161,0.000002987208,0.00005922456,0.00851834],"genre_scores_gemma":[0.9980821,0.000002095656,0.00004853043,0.0002486592,0.0002324841,0.0000202648,0.000004989511,0.000007353207,0.00135355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.23467,"threshold_uncertainty_score":0.9999059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01595957802983504,"score_gpt":0.3527101460928707,"score_spread":0.3367505680630356,"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."}}