{"id":"W4236114572","doi":"10.4039/entcontin142","title":"The Canadian Entomologist","year":2010,"lang":"en","type":"article","venue":"The Canadian Entomologist","topic":"Collembola Taxonomy and Ecology Studies","field":"Agricultural and Biological Sciences","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Content (measure theory); World Wide Web; Mathematics","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009446677,0.0001940404,0.0001603915,0.00002836087,0.006865645,0.0003390023,0.001126371,0.0002443145,0.001016557],"category_scores_gemma":[0.0004226379,0.00005756492,0.0001051922,0.0003840111,0.001486495,0.00005242927,0.0000899215,0.0006182521,0.0003783754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003196201,"about_ca_system_score_gemma":0.0003955826,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9871386,"about_ca_topic_score_gemma":0.9999958,"domain_scores_codex":[0.9981766,0.0001207881,0.0002041534,0.0002945621,0.000142471,0.001061389],"domain_scores_gemma":[0.9985004,0.0005100573,0.00007588608,0.0002156309,0.0001008919,0.000597123],"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":[0.00005555644,0.00006390706,0.3898795,0.000004416147,0.000258915,0.0003971916,0.0005790715,0.00001047389,0.001497413,0.1300415,0.3074618,0.1697502],"study_design_scores_gemma":[0.00004480212,0.00004712424,0.2877205,9.299403e-7,0.00001020859,0.00004315951,0.0002585466,0.000007008972,0.0000542474,0.001700208,0.7099741,0.000139169],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7713596,0.0002949401,1.238391e-7,0.1320451,0.00169333,0.0004946845,0.0001268874,0.00006563502,0.09391966],"genre_scores_gemma":[0.991289,0.00003308784,0.00001315763,0.00335274,0.0004030302,0.0001020768,0.00002640537,0.000001293854,0.004779258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4025123,"threshold_uncertainty_score":0.9998966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01783259393629361,"score_gpt":0.2033069572052165,"score_spread":0.1854743632689229,"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."}}