{"id":"W6892636200","doi":"10.5281/zenodo.10691854","title":"Sophie Nitoslawski: Smart Urban Forestry in Canada","year":2023,"lang":"en","type":"other","venue":"Apollo (University of Cambridge)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"European Commission","keywords":"Urban forestry; Private sector; Community forestry; Public sector; Urban planning; Scale (ratio)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001552436,0.0004623961,0.0008545453,0.00104158,0.00008243118,0.000009948605,0.0009405094,0.0003919947,0.000880454],"category_scores_gemma":[0.00003850455,0.0006765283,0.0002118846,0.001089799,0.00038585,0.0001315605,0.000314331,0.0005085042,0.002090557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00167688,"about_ca_system_score_gemma":0.002959461,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.997733,"about_ca_topic_score_gemma":0.9994021,"domain_scores_codex":[0.9975908,0.000101961,0.0002220759,0.0006383922,0.0007588611,0.0006878465],"domain_scores_gemma":[0.9982821,0.00009567417,0.000471304,0.0008371599,0.00005506971,0.0002587278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004850534,0.00003283569,0.02743823,0.0001150937,0.0001977697,0.001009878,0.00007465736,0.00001021464,0.00001911785,0.0007644383,0.970005,0.0002842131],"study_design_scores_gemma":[0.002042182,0.00004075605,0.06883328,0.0007265211,0.0001920437,0.0000120085,0.003400767,0.0001411579,0.00001917593,0.00001614573,0.9235613,0.001014636],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04160535,0.0005505206,0.00001824948,0.0004545366,0.00134323,0.0008243503,0.004431291,0.0009488376,0.9498236],"genre_scores_gemma":[0.1373731,0.0001218281,0.0001444811,0.0000418097,0.0001844256,7.145538e-7,0.0001941188,0.001661891,0.8602776],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09576779,"threshold_uncertainty_score":0.9995686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008731963612107346,"score_gpt":0.1738909059524242,"score_spread":0.1651589423403169,"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."}}