{"id":"W4256151119","doi":"10.1515/iupac.78.0165","title":"Benthos","year":2016,"lang":"en","type":"dataset","venue":"IUPAC Standards Online","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Glossary; Computer science; Management science; Engineering","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":[],"category_scores_codex":[0.0006969931,0.001427784,0.001152361,0.005136428,0.0007601224,0.002530353,0.001863948,0.001032625,0.1723451],"category_scores_gemma":[0.005580923,0.0006453505,0.001008234,0.01117236,0.0003334393,0.00195765,0.001988532,0.001310617,0.164523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001623241,"about_ca_system_score_gemma":0.002854982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04002712,"about_ca_topic_score_gemma":0.07540343,"domain_scores_codex":[0.9988735,0.0001501636,0.0002265345,0.0003679463,0.0002760214,0.0001057944],"domain_scores_gemma":[0.9970586,0.0008584847,0.0004012692,0.0005297689,0.000939866,0.0002120481],"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":[0.00003629765,0.000008837962,0.001011888,0.001393653,0.00002725983,0.00002557925,0.00004555082,0.0001604925,0.0001551878,0.0009536356,0.990714,0.005467611],"study_design_scores_gemma":[0.00003547244,0.000005595916,0.00311014,0.0004559479,0.00001374758,0.00003141242,0.00006177476,0.00008323007,0.00009163956,0.0009260636,0.9951709,0.00001411241],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00004769475,0.00004831097,0.0000409823,0.00003645733,0.000008973517,0.000003781641,0.9990097,0.00007660469,0.0007274134],"genre_scores_gemma":[0.000246068,0.0001144756,0.0002030211,0.00004917242,0.000004824808,0.00003731654,0.9983132,0.00005484407,0.0009769832],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.8276548,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01699117706331577,"score_gpt":0.4279606938455522,"score_spread":0.4109695167822364,"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."}}