{"id":"W2095165821","doi":"10.14411/eje.2013.068","title":"BOOK REVIEW: Marshall S.A. 2012: Flies: The Natural History and Diversity of Diptera.","year":2013,"lang":"en","type":"article","venue":"European Journal of Entomology","topic":"Diptera species taxonomy and behavior","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology; Diversity (politics); Natural history; Natural (archaeology); Environmental ethics; Zoology; Evolutionary biology; Ecology; Anthropology; Paleontology; Sociology; Philosophy","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":[0.0005022063,0.001678834,0.00166621,0.003230844,0.0005324632,0.002112717,0.001505818,0.001191403,0.09287847],"category_scores_gemma":[0.00266354,0.000476339,0.0005091633,0.004972896,0.0005144218,0.002531317,0.00101049,0.002335816,0.1080906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001367842,"about_ca_system_score_gemma":0.002337747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007679155,"about_ca_topic_score_gemma":0.01416558,"domain_scores_codex":[0.9994826,0.00003372998,0.00004797152,0.00009407158,0.0003045845,0.00003703715],"domain_scores_gemma":[0.9980027,0.0004325462,0.0001914881,0.00005877875,0.001080638,0.0002338161],"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":[0.00000819485,0.000005674285,0.00003361035,0.0005580239,0.000004486769,0.00001435372,0.00001621657,0.00002416322,0.00007120628,0.0002005876,0.9408737,0.05818972],"study_design_scores_gemma":[0.000002486112,0.000006065004,0.0002220132,0.0005096731,0.000006286693,0.0001043669,0.00001255295,0.0000132241,0.00003207249,0.000106148,0.9989805,0.000004668137],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.00032834,0.8695056,0.0008580557,0.01670199,0.03727932,0.00008519772,0.002805879,0.0003682355,0.07206732],"genre_scores_gemma":[0.002581726,0.7041276,0.001401675,0.007790986,0.01981447,0.00009012009,0.003978456,0.0002134841,0.2600015],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.09287847,"threshold_uncertainty_score":0.3107094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02157073879817982,"score_gpt":0.1980005916943305,"score_spread":0.1764298528961507,"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."}}