{"id":"W3138716279","doi":"10.22621/cfn.v134i4.2711","title":"A tribute to Paul-Michael Brunelle, odonatologist, 1952–2020","year":2021,"lang":"en","type":"article","venue":"The Canadian Field-Naturalist","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Arcadia Fund","keywords":"Tribute; Art; Environmental ethics; Art history; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004246634,0.0002039753,0.0002191727,0.00005759414,0.0001702591,0.00006612498,0.0005566218,0.00027672,0.0003905604],"category_scores_gemma":[0.0006201902,0.0001708642,0.00008018118,0.0005241191,0.00007121699,0.00005670518,0.00008458611,0.0006661534,0.0003181337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003274735,"about_ca_system_score_gemma":0.00004565388,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01246707,"about_ca_topic_score_gemma":0.4068504,"domain_scores_codex":[0.998813,0.00001863064,0.0001900498,0.0002771908,0.0001292252,0.000571845],"domain_scores_gemma":[0.9987922,0.0001822374,0.00001921426,0.0006546719,0.00007189836,0.0002797337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001009827,0.000004800267,0.00007468241,0.00003527181,0.00006798557,0.0007159057,0.0001444941,0.001526536,0.01752867,0.004067195,0.9670666,0.008757752],"study_design_scores_gemma":[0.0001714935,0.000008331755,0.0001260717,0.00002097425,0.00001510608,0.0001045049,0.0001517191,0.000353264,0.1948523,0.003590744,0.8002759,0.0003294997],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3331484,0.005271796,0.0005401409,0.6177615,0.002467192,0.0007470205,0.0005173651,0.002363858,0.03718272],"genre_scores_gemma":[0.987212,0.0001069472,0.0007317666,0.005698889,0.0001095279,0.00002006127,0.0000494393,0.00003393532,0.006037442],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6540636,"threshold_uncertainty_score":0.994109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01082763409228794,"score_gpt":0.2192256925355859,"score_spread":0.2083980584432979,"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."}}