{"id":"W2120236445","doi":"10.1046/j.1365-2699.2001.00545.x","title":"How to do BPA, really","year":2001,"lang":"en","type":"article","venue":"Journal of Biogeography","topic":"Scarabaeidae Beetle Taxonomy and Biogeography","field":"Earth and Planetary Sciences","cited_by":139,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Geography; Computational biology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005359192,0.0001780095,0.0002817133,0.001090171,0.0001237233,0.0002459725,0.0004690707,0.00009539231,0.000595908],"category_scores_gemma":[0.00004278142,0.0001281423,0.000490683,0.001703901,0.00008960706,0.0003944613,0.00001136811,0.0002014473,0.00005867779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002078954,"about_ca_system_score_gemma":0.00003462156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002289995,"about_ca_topic_score_gemma":0.0002996919,"domain_scores_codex":[0.9985511,0.00006822297,0.0003607933,0.0001918716,0.0004558192,0.0003722068],"domain_scores_gemma":[0.9988062,0.00008501172,0.0002812032,0.0002053237,0.0001978494,0.0004243506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001563842,0.00002741337,0.878987,0.000002997506,0.00008007463,0.0001200561,0.00003768117,0.00002127833,0.00008797907,0.00001952095,0.002813819,0.1176458],"study_design_scores_gemma":[0.0002787168,0.0006411608,0.7227699,0.00002758269,0.00003176584,0.0002919866,0.0002201504,0.000003951932,0.0001254332,0.0004240459,0.2750229,0.000162363],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823418,0.003365311,0.0003153011,0.003188726,0.0008784382,0.0001400508,0.00005894886,0.00002439559,0.009687075],"genre_scores_gemma":[0.9937609,0.000772771,0.004075598,0.0007401496,0.0005888116,3.94817e-7,0.000008013597,0.000003633578,0.00004970556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2722091,"threshold_uncertainty_score":0.6524774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01221011173035549,"score_gpt":0.1993846146321233,"score_spread":0.1871745029017678,"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."}}