{"id":"W4306849448","doi":"10.3390/land11101831","title":"Urban Avian Conservation Planning Using Species Functional Traits and Habitat Suitability Mapping","year":2022,"lang":"en","type":"article","venue":"Land","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto and Region Conservation Authority; University of Toronto","funders":"Mitacs","keywords":"Habitat; Ecology; Foraging; Geography; Biodiversity; Urbanization; Impervious surface; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001572985,0.00005948615,0.00006414581,0.00001497018,0.0003904695,0.00002997743,0.00004283363,0.00001560321,0.02674532],"category_scores_gemma":[0.00001692839,0.00006040413,0.00001807316,0.0001213873,0.00008412058,0.00009648412,0.000119267,0.00007248926,0.00001891173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002832719,"about_ca_system_score_gemma":0.000004607609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002137764,"about_ca_topic_score_gemma":0.0003292734,"domain_scores_codex":[0.9994,0.00003407437,0.00009184318,0.0001587316,0.0001821924,0.0001331686],"domain_scores_gemma":[0.9998416,0.00003249359,0.00003527641,0.00004490606,0.000003520637,0.00004225633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001141591,0.00001802616,0.9898698,0.00000394893,0.000002494333,0.000002161933,0.0004914369,0.0001114839,0.005959253,0.0001094582,0.003350513,0.0000700555],"study_design_scores_gemma":[0.0002081545,0.00001585768,0.9630069,0.000001979285,0.000003419791,0.00001522523,0.0024293,0.0006082264,0.00002605648,0.00006258954,0.0335476,0.00007471567],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938342,0.00005207452,0.000148829,0.000410535,0.0000830744,0.00007600419,0.00008074488,0.00002482358,0.005289731],"genre_scores_gemma":[0.9991375,0.000001407427,0.00004753116,0.000331797,0.00002604114,0.000008365845,0.0000623782,0.00000390866,0.0003810535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03019708,"threshold_uncertainty_score":0.9741443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07191087610939685,"score_gpt":0.2402183112625919,"score_spread":0.168307435153195,"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."}}