{"id":"W4388580144","doi":"10.3368/lj.39.1.87","title":"Design with Nature Now","year":2021,"lang":"en","type":"article","venue":"Landscape Journal","topic":"Environmental Philosophy and Ethics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Magnum opus; Solstice; Event (particle physics); Urbanism; Center (category theory); History; Art history; Engineering; Ecology; Geography; Archaeology; Art; Biology; Architecture; Literature; Chemistry; Physics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002083682,0.00009583902,0.00008732504,0.0000105242,0.0001966783,0.0000572051,0.0001303518,0.0001223762,0.006608676],"category_scores_gemma":[0.00001222662,0.00006653963,0.00003648552,0.0001192157,0.00006743174,0.0001888267,0.00006883011,0.0008283046,0.0005288541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004358414,"about_ca_system_score_gemma":0.00001573208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.220336e-7,"about_ca_topic_score_gemma":0.00001112962,"domain_scores_codex":[0.999137,0.0000707986,0.0001003827,0.0001507353,0.0003500358,0.0001910225],"domain_scores_gemma":[0.999633,0.00004120073,0.00005201441,0.000139022,0.000005067048,0.0001296716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006236961,0.0009700308,0.6697633,0.00003127708,0.0002609713,0.007043775,0.002129272,0.06924709,0.06702241,0.0009259336,0.1716444,0.01033781],"study_design_scores_gemma":[0.007896641,0.001753966,0.4278437,0.0003096347,0.0003205095,0.03298021,0.001433698,0.003637078,0.07009572,0.076689,0.3745034,0.002536483],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5908599,0.001988706,0.02895871,0.02200115,0.000995883,0.0002490126,0.0000100906,0.00009704634,0.3548394],"genre_scores_gemma":[0.9828395,0.0002266,0.01265002,0.002048613,0.0002187611,0.000001599753,0.000004159547,0.00001634593,0.001994418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3919795,"threshold_uncertainty_score":0.9942994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009859537106760975,"score_gpt":0.2108920987925065,"score_spread":0.2010325616857455,"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."}}