{"id":"W1562713824","doi":"","title":"The use of lichens as indicators of ambient air quality in Southern Ontario","year":2011,"lang":"en","type":"dissertation","venue":"Brock University Digital Repository (Brock University)","topic":"Lichen and fungal ecology","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lichen; Environmental science; Air quality index; Geography; Physical geography; Meteorology; 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":[0.000006813371,0.0002742918,0.0004427552,0.0001687123,0.0002854558,0.00003472164,0.0007927649,0.0004740753,0.00002179347],"category_scores_gemma":[0.00005665811,0.0001585118,0.0003458721,0.0006638253,0.0001735993,0.0004581471,0.0002328834,0.0003817684,0.0000152158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003267317,"about_ca_system_score_gemma":0.000208003,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05547829,"about_ca_topic_score_gemma":0.5557398,"domain_scores_codex":[0.9984169,0.0001600791,0.0003713866,0.000438799,0.0002992002,0.0003136383],"domain_scores_gemma":[0.9983816,0.0003397916,0.0007291849,0.0001736875,0.0002206085,0.0001551967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003364046,0.0009854701,0.9363195,0.0001034236,0.000368835,0.00009901178,0.001770801,0.00001707412,0.04872111,0.0005348521,0.003307514,0.004408352],"study_design_scores_gemma":[0.0004067089,0.0004691806,0.7997327,0.00009546417,0.0001090481,0.000004781197,0.05659613,1.32914e-7,0.001712606,0.00005105953,0.1403876,0.0004345235],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9736665,0.00002032147,4.042611e-7,0.000001891287,0.000204487,0.0002467975,0.0001210935,0.00003302627,0.02570551],"genre_scores_gemma":[0.5197862,0.00001954789,0.000004138796,0.000006590428,0.00001547694,1.196113e-7,0.0001293584,0.000002098124,0.4800365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5002615,"threshold_uncertainty_score":0.9508114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02006112839122368,"score_gpt":0.1905759659680479,"score_spread":0.1705148375768242,"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."}}