{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002715365,0.0002779101,0.0002214555,0.001221031,0.003822602,0.001347555,0.0007230823,0.00034135,0.00564219],"category_scores_gemma":[0.0005531404,0.0002088403,0.0001307744,0.002248029,0.0007375751,0.0004248109,0.0008544051,0.0004550955,0.000496134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0146723,"about_ca_system_score_gemma":0.01602476,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9923378,"about_ca_topic_score_gemma":0.9988937,"domain_scores_codex":[0.999723,0.00002304666,0.000005948996,0.00003001655,0.00007550039,0.0001424131],"domain_scores_gemma":[0.9994245,0.00003704424,0.00005419233,0.00001448159,0.0002703791,0.0001994668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002459625,0.0001383733,0.8092656,0.0004910548,0.00006015924,0.001552975,0.01424859,0.0008418064,0.003658052,0.001808381,0.0262639,0.1414251],"study_design_scores_gemma":[0.000007608796,0.00003523097,0.9367764,0.000191396,0.000029058,0.0002305693,0.0304371,0.0003025725,0.0005908492,0.0002156776,0.03115094,0.00003258052],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.959544,0.00509257,0.0007898508,0.003210534,0.00006945548,0.0001026,0.003894294,0.00006725235,0.02722944],"genre_scores_gemma":[0.9612362,0.002434928,0.001623038,0.0004858328,0.0000199364,0.00002898829,0.00105326,0.00002346075,0.03309431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0146723,"threshold_uncertainty_score":0.1064554,"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."}}