{"id":"W2555924240","doi":"10.1086/689537","title":"<i>Handbook of Larval Amphibians of the United States and Canada</i>. By Ronald Altig and Roy W. McDiarmid; Foreword by Aaron M. Bauer. Ithaca (New York): Comstock Publishing Associates (Cornell University Press). $75.00. xvii + 345 p. + 12 pl.; ill.; index of common names and index of scientific names. ISBN: 978-0-8014-3943-8. 2015.","year":2016,"lang":"en","type":"review","venue":"The Quarterly Review of Biology","topic":"Amphibian and Reptile Biology","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Publishing; Index (typography); Scientific publishing; Library science; Environmental ethics; Political science; Philosophy; Computer science; Law; World Wide Web","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001452161,0.0005191203,0.002470517,0.0001008543,0.0001645454,0.00002160378,0.001149646,0.0005223852,0.0001217759],"category_scores_gemma":[0.0000803085,0.0002917835,0.0002755621,0.0003546648,0.00422298,0.0001722526,0.0004855375,0.000437097,7.454983e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001429742,"about_ca_system_score_gemma":0.0002813022,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1115766,"about_ca_topic_score_gemma":0.03167676,"domain_scores_codex":[0.9957632,0.001477233,0.001298174,0.0006611547,0.0003266848,0.0004735501],"domain_scores_gemma":[0.9952685,0.0008384835,0.002861966,0.0007554269,0.00009663591,0.0001789923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000175096,0.0003340446,0.06296922,0.02902037,0.001103293,0.000002371291,0.001222803,0.000002920821,0.0008269683,0.0001587078,0.2642553,0.6399289],"study_design_scores_gemma":[0.0008059955,0.0007586984,0.001763641,0.01725439,0.0006164158,0.00002288564,0.0003007431,0.0000333168,0.0000900339,0.0001905834,0.9776925,0.0004708192],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02071493,0.974726,0.00002242044,0.0003564378,0.0001483626,0.001249134,0.002631973,0.00000845818,0.0001423017],"genre_scores_gemma":[0.02702983,0.9717489,0.00001687018,0.0001550436,0.00001854033,0.00000620175,0.0003238862,0.0000276701,0.0006730132],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7134371,"threshold_uncertainty_score":0.9999534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01502640699798194,"score_gpt":0.2240061887757964,"score_spread":0.2089797817778145,"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."}}