{"id":"W6962356824","doi":"10.15468/dl.aj48f9","title":"Occurrence Download","year":2025,"lang":"en","type":"dataset","venue":"Global Biodiversity Information Facility","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Taxonomy (biology); Nomenclature; Bryozoa; Key (lock)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007875887,0.002554145,0.002186108,0.007499876,0.001384452,0.00385199,0.00279282,0.00256,0.2832455],"category_scores_gemma":[0.005631584,0.000869039,0.00169317,0.01158695,0.0004225965,0.003746237,0.003720653,0.001967871,0.4130033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001923015,"about_ca_system_score_gemma":0.002508022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02079067,"about_ca_topic_score_gemma":0.03681606,"domain_scores_codex":[0.9987878,0.0001305,0.0001843229,0.0004149383,0.0002573269,0.0002251062],"domain_scores_gemma":[0.9978449,0.0004621899,0.0001917639,0.0004918646,0.0007056327,0.0003036533],"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":[0.00006731376,0.0000164013,0.0004513007,0.0009077186,0.00001596148,0.00003426513,0.00002964893,0.0001003282,0.0001594949,0.0004904697,0.9936764,0.004050821],"study_design_scores_gemma":[0.00006483064,0.00001386184,0.001486246,0.0002318433,0.00001437891,0.00006444488,0.00009042217,0.0002427858,0.0001579583,0.0008660204,0.9967475,0.00001978275],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0000815727,0.00009393931,0.0001035343,0.00007984578,0.00003096729,0.00001266678,0.9960129,0.001489104,0.002095484],"genre_scores_gemma":[0.0002566431,0.00008738614,0.0003692567,0.00009689234,0.000009420967,0.00004198066,0.9976624,0.0002919691,0.001184086],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.7167546,"threshold_uncertainty_score":0.9475505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02426434694614265,"score_gpt":0.1978859768691468,"score_spread":0.1736216299230041,"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."}}