{"id":"W4389221037","doi":"10.1002/ecy.4225","title":"The house of a thousand species: The untapped potential of comprehensive biodiversity censuses of urban properties","year":2023,"lang":"en","type":"article","venue":"Ecology","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Library science; Geography; Biodiversity; Sociology; Ecology; Biology; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.01567303,0.001085105,0.001393955,0.00844021,0.001517258,0.003953942,0.003293626,0.001390208,0.005102202],"category_scores_gemma":[0.09397457,0.001279137,0.001047937,0.01518619,0.003494004,0.01542933,0.007539405,0.002940687,0.001906109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002116711,"about_ca_system_score_gemma":0.003268611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05520682,"about_ca_topic_score_gemma":0.07992456,"domain_scores_codex":[0.9891589,0.005664076,0.0006279275,0.00165616,0.002539566,0.0003533352],"domain_scores_gemma":[0.9055782,0.04565628,0.008428439,0.02358466,0.01348258,0.003269768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003056845,0.00007708761,0.1744142,0.003870845,0.0008434728,0.000293993,0.00981308,0.006742936,0.001239193,0.0396098,0.1036237,0.659166],"study_design_scores_gemma":[0.00005004726,0.0002058152,0.246398,0.007042563,0.0004726985,0.0007959512,0.01683715,0.01980036,0.001168166,0.2154824,0.4913486,0.0003982419],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3271295,0.1399603,0.2188807,0.09578404,0.005109958,0.0005830895,0.131621,0.002072291,0.07885905],"genre_scores_gemma":[0.7422106,0.04241225,0.1595519,0.007191809,0.002717074,0.0009392052,0.03857827,0.0005695258,0.005829362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05520682,"threshold_uncertainty_score":0.109771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01912079089136882,"score_gpt":0.1957560245347816,"score_spread":0.1766352336434127,"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."}}