{"id":"W2912306246","doi":"10.1107/s0108767318098318","title":"<i>MxDC</i>, <i>MxLIVE</i> and <i>AutoProcess</i>: integrated user-friendly software for synchrotron MX beamlines","year":2018,"lang":"en","type":"article","venue":"Acta Crystallographica Section A Foundations and Advances","topic":"Particle Accelerators and Free-Electron Lasers","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Light Source (Canada)","funders":"","keywords":"Synchrotron; User Friendly; Software; Operating system; Computer science; Engineering physics; Physics; Software engineering; Systems engineering; Nuclear engineering; Engineering; Nuclear physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002807226,0.00207227,0.001919118,0.002680985,0.0008357263,0.002351554,0.003879749,0.0009841382,0.08978813],"category_scores_gemma":[0.003396624,0.002344124,0.001090941,0.002187841,0.0005887849,0.002426645,0.00170958,0.002825935,0.04807589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001616714,"about_ca_system_score_gemma":0.001980529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00340416,"about_ca_topic_score_gemma":0.005503276,"domain_scores_codex":[0.9986607,0.0001948417,0.0001454658,0.0002401355,0.0006614269,0.00009739109],"domain_scores_gemma":[0.9980775,0.000509974,0.0003014522,0.0004300612,0.0004754627,0.0002055063],"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":[0.0008487129,0.0001333068,0.003489177,0.00147778,0.0001625456,0.0003539708,0.0005764679,0.00236234,0.06390247,0.006667732,0.6578971,0.2621284],"study_design_scores_gemma":[0.0006273123,0.0001369474,0.005408449,0.0001915435,0.00006634772,0.001051793,0.00006724449,0.02778511,0.0744696,0.00356525,0.8863569,0.0002735344],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.006034312,0.0008704648,0.2498755,0.0003779918,0.0001605641,0.00034303,0.03692111,0.695426,0.009990967],"genre_scores_gemma":[0.02656393,0.001527432,0.6795931,0.0007150948,0.0001331236,0.001897302,0.115501,0.1530722,0.02099688],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.08978813,"threshold_uncertainty_score":0.3003712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006552616194388359,"score_gpt":0.2342028296131903,"score_spread":0.2276502134188019,"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."}}