{"id":"W3163416395","doi":"10.18429/jacow-ipac2018-thpml041","title":"FEBIAD Ion Source Development at TRIUMF-ISAC","year":2018,"lang":"en","type":"article","venue":"JACOW","topic":"Ion-surface interactions and analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"TRIUMF","funders":"","keywords":"Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005767588,0.00008455073,0.00008964159,0.00006245006,0.0001147501,0.00002506087,0.00006419404,0.00004360143,0.0008099722],"category_scores_gemma":[0.000007551765,0.00007895265,0.00004748687,0.0001342538,0.00001391206,0.00006173721,0.00002486169,0.0000642459,0.002029092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001305165,"about_ca_system_score_gemma":0.000007561938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001800511,"about_ca_topic_score_gemma":0.00007684303,"domain_scores_codex":[0.9995174,0.000006745795,0.0001309888,0.0001004642,0.00009358345,0.0001507657],"domain_scores_gemma":[0.9997641,0.00001603237,0.00001675694,0.0001243499,0.00003516326,0.00004361943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007007256,0.0002074931,0.01126177,0.0001493938,0.000993322,0.00002237003,0.008082259,0.05229963,0.3306433,0.0001131978,0.2476163,0.3485409],"study_design_scores_gemma":[0.0001250812,0.0000127259,0.003218331,0.00001888292,0.00001546717,0.000003081521,0.00008381481,0.01812438,0.1489252,0.000006197229,0.8293107,0.000156132],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9763278,0.0000857715,0.01051458,0.00009354415,0.0005154738,0.00003600276,0.000001450691,0.0001971154,0.01222829],"genre_scores_gemma":[0.9858382,0.00001463186,0.001741732,0.00004280018,0.0002446538,0.00000640754,0.000008841746,0.00001850012,0.01208428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5816944,"threshold_uncertainty_score":0.9987479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006802762982987112,"score_gpt":0.2043652838587328,"score_spread":0.1975625208757457,"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."}}