{"id":"W4400855882","doi":"10.5962/p.388282","title":"Getting to know our biomonitor neighbours: Urban lichens and allied fungi of Edmonton, Alberta, Canada","year":2022,"lang":"en","type":"article","venue":"Opuscula philolichenum.","topic":"Lichen and fungal ecology","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Lichen; Geography; Environmental science; Ecology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002655926,0.00022509,0.0003558871,0.00002779329,0.0004049606,0.0000324791,0.0004178087,0.00007978162,0.0003579674],"category_scores_gemma":[0.00009213119,0.0001177816,0.00009576652,0.0004508889,0.00002880486,0.00006417779,0.0004075237,0.0002169251,0.00001068839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001250661,"about_ca_system_score_gemma":0.00008024821,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4105282,"about_ca_topic_score_gemma":0.4711611,"domain_scores_codex":[0.9982153,0.0001454889,0.0003402658,0.0004537088,0.0003355643,0.0005097429],"domain_scores_gemma":[0.9991435,0.0001931561,0.0001506815,0.0001336898,0.0000730195,0.0003059504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001829646,0.0004130306,0.2014189,0.0000473219,0.0002279613,0.00003701722,0.002291778,0.00008162705,0.6695019,0.00178853,0.0826418,0.04136719],"study_design_scores_gemma":[0.0004768356,0.000723414,0.4499533,0.0000192203,0.00006709657,0.00003449666,0.002851642,0.000100387,0.00736847,0.0002057432,0.5374836,0.0007157548],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823096,0.000753505,4.723485e-7,0.0139777,0.0003781745,0.0003298936,0.0001458763,0.00002996014,0.00207482],"genre_scores_gemma":[0.9958436,0.00002213375,0.00006340216,0.001995536,0.0005497718,0.00007371639,0.00006542931,0.000004236788,0.00138217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6621335,"threshold_uncertainty_score":0.5933971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007870093202168764,"score_gpt":0.2043956493119833,"score_spread":0.1965255561098145,"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."}}