{"id":"W7106207397","doi":"","title":"A reflexion on the potential evolution of the CLS machine complex : A \"Gedanken\" experiment","year":2025,"lang":"","type":"article","venue":"ArXiv.org","topic":"International Science and Diplomacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Light Source (Canada)","funders":"","keywords":"CLs upper limits; Third generation; Usability; Beamline; Term (time); Light source","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.01859463,0.000334497,0.0004159236,0.001170646,0.007626698,0.009515926,0.001443857,0.006215413,0.01238391],"category_scores_gemma":[0.02204644,0.0002481063,0.0004120262,0.0009545925,0.02961346,0.01310077,0.005894744,0.01089127,0.00133367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0112836,"about_ca_system_score_gemma":0.01296532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05470757,"about_ca_topic_score_gemma":0.04960135,"domain_scores_codex":[0.9942778,0.003159387,0.00008982258,0.0006727664,0.001244636,0.0005556495],"domain_scores_gemma":[0.978349,0.01223841,0.0007331353,0.002321465,0.003141604,0.003216406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004587116,0.00002202514,0.0005908976,0.00003429365,0.000004624467,0.00008271996,0.009745223,0.00009215168,0.0002829923,0.940937,0.04005249,0.008109728],"study_design_scores_gemma":[0.00004205229,0.00004817945,0.002025217,0.0002915274,0.00001065506,0.0001265759,0.01455498,0.0007303802,0.0008722304,0.433152,0.5480857,0.00006049232],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03616717,0.001591265,0.00954869,0.7645848,0.002096743,0.00003585067,0.0002596199,0.0001930245,0.1855229],"genre_scores_gemma":[0.8344378,0.001344733,0.009162547,0.1019197,0.0006723444,0.0001013236,0.0001181226,0.0003159965,0.05192741],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9923733,"threshold_uncertainty_score":0.1087782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05475121352964706,"score_gpt":0.3698492283189299,"score_spread":0.3150980147892828,"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."}}