{"id":"W4213297993","doi":"10.22621/cfn.v134i1.2605","title":"Books in Brief","year":2020,"lang":"en","type":"article","venue":"The Canadian Field-Naturalist","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"History","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005233964,0.001570281,0.001521214,0.005006708,0.005670811,0.006898299,0.001961375,0.002173711,0.7050166],"category_scores_gemma":[0.001985844,0.0007132259,0.0008828494,0.007403775,0.000938213,0.002624694,0.001998229,0.002410105,0.5177262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006326715,"about_ca_system_score_gemma":0.01207094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2744302,"about_ca_topic_score_gemma":0.594651,"domain_scores_codex":[0.9992822,0.00003055831,0.00001893711,0.00006697087,0.0004749646,0.0001263971],"domain_scores_gemma":[0.9986917,0.00009589267,0.0000292946,0.00006215488,0.0007977742,0.0003231832],"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":[0.000006781809,0.000006681316,0.00002739248,0.00003778674,8.652696e-7,0.000007054737,0.00001013143,0.00001507828,0.00002866276,0.000515471,0.9865147,0.0128294],"study_design_scores_gemma":[0.000002420232,0.000002615248,0.0001661137,0.0000515869,0.000001846748,0.000007426646,0.00003912954,0.000007880077,0.00001206013,0.0001855127,0.9995205,0.000002999835],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000254497,0.007299069,0.0001124508,0.003944381,0.01241998,0.0001028502,0.002052464,0.0003710934,0.9734432],"genre_scores_gemma":[0.0003005657,0.00150476,0.00005113836,0.0006055245,0.0007170644,0.00001217511,0.0003906438,0.00006854858,0.9963495],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2949834,"threshold_uncertainty_score":0.5456657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02575488731364416,"score_gpt":0.238973253243376,"score_spread":0.2132183659297319,"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."}}