{"id":"W4410906273","doi":"10.22621/cfn.v138i3.3527","title":"\"Birds and Flowers: an Intimate 50 Million Year Relationship\" by Jeff Ollerton, 2024 [book review]","year":2025,"lang":"en","type":"article","venue":"The Canadian Field-Naturalist","topic":"Diverse Historical and Scientific Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Art; Art history; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002091333,0.0001076416,0.0001409706,0.00008532187,0.001185838,0.0002038528,0.0002000435,0.00005084902,0.005656798],"category_scores_gemma":[0.0001230005,0.00007325986,0.00004771138,0.00008635206,0.0002182096,0.0001490322,0.00003777329,0.0002115549,0.0002423414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001106624,"about_ca_system_score_gemma":0.00006189985,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06194963,"about_ca_topic_score_gemma":0.293736,"domain_scores_codex":[0.9992906,0.0000490327,0.0001481002,0.000207361,0.0001134517,0.0001914299],"domain_scores_gemma":[0.9994359,0.00009468192,0.00003115079,0.0002447535,0.00008009106,0.0001134171],"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":[0.00000348029,0.000003611732,0.00003537959,0.00004615514,0.00001532551,0.000002085727,0.001723446,1.120336e-7,0.0000011887,0.05598475,0.9416005,0.0005839468],"study_design_scores_gemma":[0.00007150155,0.00001032112,0.00008955337,0.0001253769,0.00004237673,5.45323e-7,0.0006017378,0.00001417004,0.00000333852,0.000920594,0.9980183,0.000102133],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001223819,0.07739564,0.000002374426,0.0844377,0.005305153,0.0004177577,0.0002229517,0.00006251266,0.8309321],"genre_scores_gemma":[0.07008517,0.002141381,0.00001398945,0.03309957,0.0001852889,0.00001854088,0.00005891062,0.000009352279,0.8943878],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2317864,"threshold_uncertainty_score":0.9952522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02430692107455576,"score_gpt":0.2323561635443413,"score_spread":0.2080492424697855,"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."}}