{"id":"W1845765304","doi":"10.22621/cfn.v120i2.315","title":"\"A Field Guide to the Identification of Pebbles\" by E. Van der Flier-Keller. 2007. [book review]","year":2006,"lang":"en","type":"article","venue":"The Canadian Field-Naturalist","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Identification (biology); Field (mathematics); Library science; Psychology; Computer science; Mathematics; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0009164172,0.002098146,0.001283392,0.005390008,0.002096625,0.002365193,0.002444635,0.00256377,0.06694611],"category_scores_gemma":[0.001908039,0.001433788,0.001087004,0.004017341,0.002992749,0.00532763,0.001423501,0.004064841,0.03914359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002679675,"about_ca_system_score_gemma":0.002604805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04306519,"about_ca_topic_score_gemma":0.08969969,"domain_scores_codex":[0.9994255,0.00007947077,0.00003471083,0.0001066973,0.000309525,0.00004415376],"domain_scores_gemma":[0.9994437,0.0001667822,0.00002898207,0.00003915646,0.0002836531,0.00003774651],"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":[0.0000253894,0.00001657138,0.0001560795,0.0003369144,0.00001001433,0.00007381164,0.0001873048,0.00051148,0.0004295894,0.03943069,0.763225,0.1955972],"study_design_scores_gemma":[0.000003314511,0.000009530932,0.0003149497,0.0002045364,0.000005667478,0.0002074053,0.00007982679,0.0004011473,0.0003369711,0.01898118,0.9794362,0.0000192216],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009992716,0.4165189,0.223747,0.02835641,0.02255152,0.0004188181,0.004571541,0.004304395,0.2985321],"genre_scores_gemma":[0.01181393,0.1813479,0.118399,0.008315412,0.003399835,0.0003857622,0.002692968,0.001865697,0.6717796],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06694611,"threshold_uncertainty_score":0.2239571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004339382059446982,"score_gpt":0.209243929212312,"score_spread":0.204904547152865,"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."}}