{"id":"W3209398124","doi":"10.5281/zenodo.4323349","title":"NanoSafety Cluster Newsletter #21 December 2020","year":2020,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Advanced Nanomaterials in Catalysis","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Cluster (spacecraft); Computer science; Operating system","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":[0.001678619,0.001053196,0.0006560889,0.001415592,0.002067644,0.007213441,0.001068032,0.00454058,0.4486687],"category_scores_gemma":[0.003813497,0.0005000381,0.0005713404,0.001081889,0.0004348825,0.002893402,0.001855356,0.002823679,0.3330944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001372035,"about_ca_system_score_gemma":0.001632753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001859337,"about_ca_topic_score_gemma":0.005070454,"domain_scores_codex":[0.9988918,0.00007839568,0.00004209051,0.0001286541,0.0006854085,0.0001737977],"domain_scores_gemma":[0.9976704,0.0003000177,0.0001634492,0.0001614894,0.0009241272,0.0007806603],"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":[0.000038218,0.00001755224,0.00003073044,0.00003912573,8.862059e-7,0.00002327959,0.000007368562,0.00001467532,0.0001782818,0.0006589873,0.990178,0.008812966],"study_design_scores_gemma":[0.000007476994,0.00002025776,0.0002079729,0.00001763309,7.121365e-7,0.00001367856,0.00001801379,0.00003899839,0.0001380821,0.0001979337,0.9993352,0.000003976769],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001961267,0.003070184,0.001836329,0.02449638,0.0870882,0.0004331476,0.01146556,0.004214875,0.8654341],"genre_scores_gemma":[0.002137888,0.000755424,0.0003926312,0.004137665,0.006880421,0.0001076098,0.004287642,0.00073879,0.980562],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4486687,"threshold_uncertainty_score":0.7864071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0286499095177014,"score_gpt":0.2463863611208579,"score_spread":0.2177364516031565,"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."}}