{"id":"W2313188207","doi":"10.1021/ac301513b","title":"Remote Internet Access to Advanced Analytical Facilities: A New Approach with Web-Based Services","year":2012,"lang":"en","type":"article","venue":"Analytical Chemistry","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Light Source (Canada); University of Saskatchewan; IBM (Canada); Western University","funders":"Canadian Light Source; Canarie","keywords":"The Internet; Software; Computer science; Process (computing); Receipt; Scientific instrument; Web application; World Wide Web; Operating system","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"category_scores_codex":[0.0019463,0.0002670631,0.0004065656,0.0001529654,0.00008935318,0.001035852,0.002215055,0.00009000188,0.002526479],"category_scores_gemma":[0.001089561,0.0001845558,0.0001399716,0.001591393,0.0001414859,0.0005173795,0.0008308066,0.0002206416,0.0007824316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008221547,"about_ca_system_score_gemma":0.0001354929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001319132,"about_ca_topic_score_gemma":0.00001479452,"domain_scores_codex":[0.9958184,0.00005278409,0.0005938603,0.001105926,0.001735146,0.0006938237],"domain_scores_gemma":[0.9964834,0.000539983,0.000123877,0.001681569,0.0001911922,0.0009799802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001236618,0.001311169,0.06257974,0.0006839843,0.0004136603,0.0000626255,0.00172868,0.01602877,0.0004529163,0.001671604,0.7191032,0.194727],"study_design_scores_gemma":[0.0007426437,0.00003353074,0.001799481,0.00007151564,0.00006938615,0.00000912922,0.001153328,0.6618786,0.0008304538,0.000294563,0.3326768,0.0004404972],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5782393,0.00006120427,0.1963999,0.002728248,0.0002716326,0.0003324362,0.00006678778,0.0002437194,0.2216568],"genre_scores_gemma":[0.9262651,4.271591e-7,0.006454475,0.0009956096,0.0002008846,0.00000352469,0.00004568973,0.00001357963,0.06602072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6458499,"threshold_uncertainty_score":0.9999956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1160344859814047,"score_gpt":0.3838369922067467,"score_spread":0.2678025062253421,"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."}}