{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001500061,0.0005498158,0.000660432,0.0006926308,0.0009624161,0.00100531,0.001500071,0.0007936104,0.009643147],"category_scores_gemma":[0.001357964,0.0003700178,0.0004879094,0.0006534377,0.0002851178,0.0008068633,0.00118261,0.00116819,0.004255508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001646488,"about_ca_system_score_gemma":0.001705362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00213977,"about_ca_topic_score_gemma":0.002389123,"domain_scores_codex":[0.9995033,0.00004464533,0.00001193316,0.00006882054,0.0002810759,0.00009027614],"domain_scores_gemma":[0.999249,0.00007132808,0.00003556726,0.00007562793,0.0004643461,0.0001040439],"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":[0.005901841,0.0007225028,0.03042766,0.002175284,0.0003376599,0.003173112,0.001416872,0.05399545,0.4889011,0.02763211,0.1958256,0.1894907],"study_design_scores_gemma":[0.001277632,0.002438834,0.01558702,0.0001949355,0.0001007014,0.00170171,0.0004093007,0.1153148,0.425778,0.00272878,0.4342376,0.0002306336],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4525527,0.003027812,0.2432921,0.004473378,0.001827182,0.002777511,0.03536281,0.02832733,0.2283591],"genre_scores_gemma":[0.6754191,0.001430612,0.2426018,0.0008193727,0.0002095483,0.002504994,0.03037793,0.003583162,0.04305343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009643147,"threshold_uncertainty_score":0.03225952,"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."}}