{"id":"W3132547631","doi":"10.3368/wplj.39.1.87","title":"Design with Nature Now","year":2021,"lang":"en","type":"article","venue":"Landscape Journal","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005763663,0.00007232792,0.00007613563,0.0000349219,0.00005975597,0.00005346754,0.00006024394,0.00005266044,0.0001984892],"category_scores_gemma":[0.000004460283,0.00005102182,0.00002621741,0.0001121877,0.000004386431,0.00005106016,0.000005657454,0.0004305652,0.00002898378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009282749,"about_ca_system_score_gemma":0.00004670753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.038909e-8,"about_ca_topic_score_gemma":0.000001442241,"domain_scores_codex":[0.9995826,0.00002427548,0.00007409181,0.00005560082,0.000143053,0.0001203275],"domain_scores_gemma":[0.9997642,0.00004871814,0.00001306337,0.00005679876,0.00005504674,0.0000621423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003826513,0.00001699229,0.0009319549,0.00001544383,0.0001477935,0.0009339601,0.0002368958,0.9359577,0.002381747,0.000195347,0.04977673,0.009367208],"study_design_scores_gemma":[0.005826144,0.0007375015,0.03892892,0.0004814261,0.0002752967,0.05757492,0.000454176,0.5674736,0.04011786,0.03673106,0.2493607,0.00203836],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01388089,0.002562131,0.9714441,0.0003407285,0.0002909225,0.00003104637,0.000001301368,0.00009063779,0.01135821],"genre_scores_gemma":[0.9542195,0.0001024176,0.04444995,0.0002847471,0.0004845402,0.000001803971,0.000005728227,0.0000247205,0.0004266254],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9403386,"threshold_uncertainty_score":0.2173317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004444929480450759,"score_gpt":0.1827115071538144,"score_spread":0.1782665776733637,"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."}}