{"id":"W6948945390","doi":"10.5281/zenodo.12424321","title":"Iso 6683 pdf","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Subterranean biodiversity and taxonomy","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Liquation; Work (physics); Welding; Limiting; Nucleofection","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":["insufficient_payload"],"category_scores_codex":[0.003444148,0.002719261,0.001504863,0.007470993,0.001817404,0.007901395,0.004919132,0.003873661,0.5501962],"category_scores_gemma":[0.009250167,0.0013888,0.001667585,0.006134704,0.001340332,0.007055449,0.003075152,0.002660618,0.6588169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002508187,"about_ca_system_score_gemma":0.00494658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009284289,"about_ca_topic_score_gemma":0.007197484,"domain_scores_codex":[0.9938124,0.0003512112,0.0004314989,0.0003675186,0.004679247,0.0003580941],"domain_scores_gemma":[0.9903837,0.0003913279,0.0002675418,0.0008243163,0.007827647,0.0003054998],"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":[0.0001071444,0.00009355018,0.0001207163,0.0008441377,0.000008834422,0.0001128439,0.00007447354,0.0004671549,0.002985209,0.007264541,0.8100606,0.1778609],"study_design_scores_gemma":[0.000009446187,0.000023757,0.0001779613,0.000137839,0.000004838002,0.00006278206,0.00003303161,0.00007269198,0.00104205,0.0007846269,0.9976408,0.00001020267],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000532105,0.001798647,0.01197847,0.0008020822,0.002884134,0.0007073293,0.01322031,0.006771611,0.9613053],"genre_scores_gemma":[0.004053922,0.003165893,0.00802991,0.0008708652,0.0005594081,0.0004742734,0.02129661,0.004129166,0.9574199],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4498038,"threshold_uncertainty_score":0.6415906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04876562134592097,"score_gpt":0.2015839658167854,"score_spread":0.1528183444708644,"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."}}