{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009903187,0.0006011887,0.0003205625,0.00070694,0.01930805,0.00567058,0.0009179933,0.002976613,0.06651478],"category_scores_gemma":[0.001319732,0.000364706,0.0003071917,0.00103236,0.002457591,0.001708901,0.002626309,0.004088858,0.01244139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03203276,"about_ca_system_score_gemma":0.06434534,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9764667,"about_ca_topic_score_gemma":0.9929838,"domain_scores_codex":[0.9986009,0.00006006929,0.0000167258,0.0001179113,0.0005667249,0.000637584],"domain_scores_gemma":[0.998351,0.00006954739,0.00001680266,0.00002729594,0.0005414009,0.0009940723],"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":[0.00001839925,0.00001733418,0.00080526,0.00004217466,0.000002287544,0.0001392897,0.001649824,0.00008755876,0.0003139463,0.00655342,0.971526,0.01884457],"study_design_scores_gemma":[0.000002349349,0.000004531362,0.0009641086,0.00003239622,0.000001522098,0.00003487354,0.003032428,0.00003953424,0.0001041517,0.0002856573,0.9954854,0.00001310972],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01147569,0.008634686,0.001728597,0.2230605,0.01040017,0.0001989952,0.002430098,0.0007198066,0.7413514],"genre_scores_gemma":[0.03156741,0.003929083,0.000842095,0.02723668,0.0003969379,0.00005393593,0.0004867156,0.0003080123,0.9351791],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06651478,"threshold_uncertainty_score":0.232415,"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."}}