{"id":"W4399524613","doi":"10.32614/cran.package.fishbc","title":"fishbc: Fishes of British Columbia","year":2020,"lang":"en","type":"dataset","venue":"","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Fishery; Geography; Oceanography; Biology; Geology","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":[],"consensus_categories":[],"category_scores_codex":[0.000692711,0.001907838,0.001438647,0.005376152,0.001249939,0.002181364,0.002393506,0.001316758,0.07881798],"category_scores_gemma":[0.004615398,0.0009584137,0.001072737,0.01517226,0.0003791503,0.0007486898,0.001451016,0.001411526,0.03914782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005312356,"about_ca_system_score_gemma":0.01279547,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.868965,"about_ca_topic_score_gemma":0.8828422,"domain_scores_codex":[0.999395,0.00003977965,0.00006988541,0.0001342245,0.0001972349,0.0001637132],"domain_scores_gemma":[0.9972584,0.0003494426,0.0002747506,0.0003515589,0.0012972,0.0004685885],"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":[0.00006505832,0.000007845103,0.002377645,0.0004573764,0.00004117194,0.00001564001,0.00002379842,0.0002283704,0.00003557789,0.0002190174,0.9936667,0.002861795],"study_design_scores_gemma":[0.0002727924,0.000009656077,0.04175891,0.0006641914,0.0001077477,0.00004013708,0.0001609248,0.000603344,0.0001886995,0.0005962097,0.95555,0.0000474589],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001840519,0.00006518343,0.00001432964,0.00002857256,0.000007526247,0.000004851531,0.9991482,0.00007222404,0.0004751258],"genre_scores_gemma":[0.001238475,0.0001527793,0.0001262179,0.00004065569,0.000003934591,0.00006936605,0.9962342,0.00004845779,0.002085816],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.131035,"threshold_uncertainty_score":0.2636724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007030231318267873,"score_gpt":0.1858999672816651,"score_spread":0.1788697359633973,"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."}}