{"id":"W2942876265","doi":"10.29173/bluejay293","title":"Book Review: How to Be a Better Birder by Derek Lovitch","year":2013,"lang":"en","type":"article","venue":"Blue Jay","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Psychology","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":["insufficient_payload"],"category_scores_codex":[0.0000671342,0.0001092595,0.0001151861,0.000008958581,0.00005942963,0.00005103419,0.0001765994,0.00004142372,0.4144875],"category_scores_gemma":[0.00003129458,0.00008987913,0.00004840675,0.0001398302,0.00005276329,0.000172478,0.0001246163,0.00006218268,0.02965821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001645547,"about_ca_system_score_gemma":0.000002216288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001184721,"about_ca_topic_score_gemma":0.0000413716,"domain_scores_codex":[0.9991557,0.00002442043,0.0001012729,0.0002276165,0.0002208298,0.0002701358],"domain_scores_gemma":[0.9995427,0.00001422024,0.00003306031,0.0002404655,0.000009044812,0.0001605347],"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":[6.25412e-7,0.00002526379,0.0007694464,0.00001474546,0.000002325751,9.058576e-7,0.00006198958,1.255803e-7,0.004306795,0.000003520368,0.9933197,0.001494558],"study_design_scores_gemma":[0.00009762443,0.00001936429,0.009083733,0.00002023715,0.000005905037,0.00000241853,0.0001205748,0.000003682683,0.00155906,0.000003368722,0.9889516,0.0001323789],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2225988,0.03212077,0.0003682227,0.688566,0.0003105134,0.001766707,0.0002037076,0.0002097765,0.05385553],"genre_scores_gemma":[0.01482063,0.004866076,0.0001584951,0.8852206,0.00007893167,0.000366204,0.0001185689,0.0000378656,0.09433266],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3848293,"threshold_uncertainty_score":0.9710973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01606083172658664,"score_gpt":0.2328975049990752,"score_spread":0.2168366732724886,"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."}}