{"id":"W4311260447","doi":"10.13189/eer.2022.100602","title":"Ecological Problems of Ukraine Related to Urbanization, Migration and State of War","year":2022,"lang":"en","type":"article","venue":"Environment and Ecology Research","topic":"Diverse Scientific Research in Ukraine","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Transport Canada","funders":"","keywords":"Urbanization; Ecology; State (computer science); Geography; Environmental planning; Political science; Economic geography; Biology; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002405208,0.0001690008,0.0001756972,0.001293887,0.001241816,0.001187515,0.0001921734,0.0002087819,0.0008996105],"category_scores_gemma":[0.0005462838,0.0001120923,0.0001506774,0.00160477,0.001534832,0.0005763837,0.001561037,0.0002495466,0.00007730355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00226935,"about_ca_system_score_gemma":0.001956107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04457933,"about_ca_topic_score_gemma":0.05246963,"domain_scores_codex":[0.9997528,0.00009822574,0.00002183986,0.00002950031,0.00002464956,0.00007297923],"domain_scores_gemma":[0.9997525,0.00004844954,0.0001130019,0.00001149645,0.000034719,0.00003988324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009126634,0.00007121922,0.9048179,0.0003226687,0.00006657661,0.00292935,0.02603403,0.003317641,0.001304002,0.01300502,0.001946963,0.04609334],"study_design_scores_gemma":[0.000001210641,0.00003312861,0.9569988,0.0000714309,0.000009436592,0.0007550686,0.0306904,0.0005786422,0.0001040499,0.001810678,0.008935832,0.00001143908],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992139,0.002235101,0.0001657514,0.0004347562,0.00001454223,0.00001222833,0.0001526658,0.000005557913,0.004840383],"genre_scores_gemma":[0.9976064,0.001497843,0.0001068233,0.00002465686,0.000008532517,0.00000740593,0.0001012852,0.000001689478,0.000645222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04457933,"threshold_uncertainty_score":0.08863968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0266201302454419,"score_gpt":0.2750710577601838,"score_spread":0.2484509275147419,"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."}}