{"id":"W2802644499","doi":"","title":"Sustainability Policies if Necessary but Not Necessarily Sustainability Policies","year":2015,"lang":"en","type":"article","venue":"","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Sustainability organizations; Accountability; Social sustainability; Sustainability science; Public administration; Political science; Livelihood; Politics; Sustainable development; Business; Public relations; Law; Geography","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":["metaresearch","metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.006010851,0.0004819549,0.000597878,0.0003897308,0.00130403,0.0006271742,0.001339599,0.0004726464,0.0003593521],"category_scores_gemma":[0.02213698,0.0004748982,0.0002516663,0.001978072,0.002991165,0.001668977,0.0004458223,0.000489104,0.00005985714],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.009650034,"about_ca_system_score_gemma":0.01232627,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2777734,"about_ca_topic_score_gemma":0.006487454,"domain_scores_codex":[0.9929484,0.001736207,0.0008794408,0.0009531152,0.00160966,0.001873136],"domain_scores_gemma":[0.9890117,0.001212227,0.0002861291,0.001481442,0.006934894,0.001073578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002037835,0.0009498346,0.3630525,0.0003029371,0.00004734559,0.00001140236,0.2061816,0.0005696393,0.0000112534,0.3906567,0.03383902,0.004173908],"study_design_scores_gemma":[0.0003801108,0.0001078042,0.1001783,0.000004729033,0.00003268102,0.000002180147,0.5424883,0.0000299029,0.0001927745,0.1981599,0.1579285,0.0004948509],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.790659,0.0001139048,0.0003107756,0.1540076,0.0009599699,0.001746637,0.0000139003,0.0007708305,0.05141744],"genre_scores_gemma":[0.9727648,0.00001872731,0.0002692666,0.001644806,0.001036366,0.0002346305,0.00001677037,0.00004315058,0.02397147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3363067,"threshold_uncertainty_score":0.9999961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03795601384338235,"score_gpt":0.3766320836152854,"score_spread":0.338676069771903,"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."}}