{"id":"W3107417838","doi":"10.1063/5.0031538","title":"Process validation for production of copper radioisotopes in a TR-19 variable energy cyclotron","year":2020,"lang":"en","type":"article","venue":"AIP conference proceedings","topic":"Radiopharmaceutical Chemistry and Applications","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cyclotron; Irradiation; Radiochemistry; Materials science; Nuclear physics; Nuclear engineering; Chemistry; Physics; Electron; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001118324,0.0001115201,0.0002339304,0.00003576239,0.0000381637,0.00001413683,0.00009407823,0.00007932849,0.00004306168],"category_scores_gemma":[0.0003908001,0.0001060446,0.00003393487,0.000359876,0.00007299107,0.0001586565,0.00001213357,0.0001127432,0.000001576311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003835756,"about_ca_system_score_gemma":0.000160908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001115456,"about_ca_topic_score_gemma":1.811542e-7,"domain_scores_codex":[0.9990999,0.000003000616,0.0002694702,0.0003185027,0.0001421933,0.0001669744],"domain_scores_gemma":[0.9993491,0.0000219521,0.00009908363,0.00005827071,0.0003358038,0.0001358107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004089415,0.0001651245,0.008280317,0.001219281,0.00002043123,2.873536e-7,0.00130216,0.00001375196,0.9776727,0.008630425,0.00146902,0.0008175659],"study_design_scores_gemma":[0.001414297,0.0002425365,0.0006049338,0.0001698407,0.0001017381,0.00001723963,0.0007967144,0.0113945,0.9691988,0.002708544,0.0131776,0.0001732498],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9647811,0.0001018371,0.007944203,0.0199341,0.00004312718,0.001116498,0.00001115414,0.0001094573,0.005958535],"genre_scores_gemma":[0.9973331,0.00004439796,0.001333035,0.0003843879,0.0001790509,0.0004165823,0.00003382282,0.00001319521,0.0002623937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03255204,"threshold_uncertainty_score":0.4324374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0493727578567907,"score_gpt":0.3196258043230047,"score_spread":0.2702530464662141,"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."}}