{"id":"W2125710902","doi":"10.1177/0162243915589765","title":"Emergent Practices of an Environmental Standard","year":2015,"lang":"en","type":"article","venue":"Science Technology & Human Values","topic":"Housing, Finance, and Neoliberalism","field":"Economics, Econometrics and Finance","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council","keywords":"Construct (python library); Quarter (Canadian coin); Renewable energy; Business; Best practice; Sustainable consumption; Greenhouse gas; Environmental economics; Environmental planning; Environmental resource management; Sustainability; Political science; Engineering; Economics; Computer science; Geography; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"},{"model":"gpt","categories":["sts"],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01299409,0.0003130605,0.0003050126,0.001668723,0.006936007,0.007416281,0.001019988,0.001989793,0.001757732],"category_scores_gemma":[0.01609847,0.000380878,0.0003325545,0.001444444,0.04449024,0.007239656,0.008324957,0.002988156,0.0002706902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007843619,"about_ca_system_score_gemma":0.005427374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00516612,"about_ca_topic_score_gemma":0.006563544,"domain_scores_codex":[0.9826497,0.01140207,0.0005633531,0.001793733,0.002638525,0.0009527223],"domain_scores_gemma":[0.9901585,0.005344923,0.000717965,0.001981828,0.001201086,0.0005955637],"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":[0.00001699535,0.00003201668,0.004031092,0.00005542432,0.000007967333,0.0002888411,0.2611879,0.0005070383,0.001263227,0.7110749,0.001215745,0.02031893],"study_design_scores_gemma":[0.00001761797,0.00007141329,0.004037929,0.0002913019,0.00001425714,0.0005454343,0.2040823,0.003338772,0.001880852,0.4566182,0.3290463,0.00005570825],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.610772,0.001132279,0.1264929,0.0214505,0.0001884858,0.0001626756,0.00007787285,0.0001851267,0.2395381],"genre_scores_gemma":[0.9876995,0.0002110034,0.007741783,0.0002480955,0.00001611666,0.00003602785,0.00001645867,0.00005198103,0.003978965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.993064,"threshold_uncertainty_score":0.0687201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06075913326833456,"score_gpt":0.3004683236624986,"score_spread":0.2397091903941641,"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."}}