{"id":"W4244626355","doi":"10.35483/acsa.intl.2016.46","title":"An Ecology of Innovation: Adapt, Reuse and Reimagine","year":2016,"lang":"en","type":"article","venue":"","topic":"Sustainable Design and Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ecology; Reuse; Premise; Geography; Environmental resource management; Environmental science; Biology; Epistemology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006484189,0.0005186902,0.0005743971,0.00211239,0.005793505,0.01265071,0.001867156,0.001919746,0.005927812],"category_scores_gemma":[0.008695224,0.0004584472,0.0005722896,0.001127857,0.02812551,0.01123033,0.0128906,0.001821346,0.0008839378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004481172,"about_ca_system_score_gemma":0.006464678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001943869,"about_ca_topic_score_gemma":0.005080348,"domain_scores_codex":[0.9928598,0.004387712,0.0001444828,0.000793448,0.0009056614,0.0009088282],"domain_scores_gemma":[0.9936994,0.002681185,0.0004975374,0.001835792,0.0005166344,0.0007694007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001019857,0.0003010846,0.01793411,0.0003063286,0.0000626639,0.0008897078,0.08526607,0.00368197,0.003651496,0.6789245,0.00462602,0.2042541],"study_design_scores_gemma":[0.00005833812,0.0006245653,0.009925221,0.0004996265,0.00006359111,0.001134304,0.1013313,0.003888704,0.002474568,0.4478583,0.4320864,0.00005501683],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.474168,0.002318028,0.09029083,0.01955873,0.0002185478,0.0002567117,0.00003870426,0.0003264197,0.4128241],"genre_scores_gemma":[0.9625009,0.0008040364,0.02067019,0.0008630322,0.00003540612,0.000169683,0.00001876686,0.0001275909,0.01481038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01265071,"threshold_uncertainty_score":0.0342921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008511531904261327,"score_gpt":0.2071944481399575,"score_spread":0.1986829162356962,"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."}}