{"id":"W6930886347","doi":"10.5281/zenodo.13291962","title":"eunomia-bpf/eunomia-bpf: v1.0.23","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Marine Bivalve and Aquaculture Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Summit Pacific College","funders":"","keywords":"Product (mathematics); Process (computing); Work (physics); Relation (database)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002956567,0.003985988,0.002237492,0.003143199,0.001356899,0.006391182,0.006023096,0.004261746,0.600969],"category_scores_gemma":[0.01562965,0.002970497,0.002598937,0.002629486,0.0008265557,0.006690645,0.006823425,0.003749852,0.7916303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002252552,"about_ca_system_score_gemma":0.001904993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01207946,"about_ca_topic_score_gemma":0.006456861,"domain_scores_codex":[0.9976016,0.0002372508,0.0001877566,0.0005144633,0.001070007,0.0003890295],"domain_scores_gemma":[0.9952019,0.000660811,0.0001865434,0.00136915,0.002007645,0.0005738647],"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":[0.00008970741,0.00001459825,0.0001509811,0.0002383844,0.00001655229,0.00001749612,0.00003837655,0.0001752414,0.0003383868,0.0006728925,0.9825307,0.01571676],"study_design_scores_gemma":[0.00006356466,0.0000117934,0.0004372268,0.00008328306,0.00001093697,0.00005268621,0.00002083127,0.0005624617,0.002042533,0.001836009,0.9948211,0.00005761646],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0003765013,0.0003178645,0.02098662,0.0006872726,0.0009218527,0.000192539,0.1509913,0.7641478,0.06137832],"genre_scores_gemma":[0.004153751,0.0002872032,0.01937777,0.00108057,0.0001930887,0.0005587239,0.2363852,0.6684791,0.06948454],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.399031,"threshold_uncertainty_score":0.5691693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02131469982854828,"score_gpt":0.2389373978881105,"score_spread":0.2176226980595622,"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."}}