{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008415862,0.00138305,0.001929498,0.005563194,0.002090904,0.01201172,0.006915591,0.005616358,0.01089484],"category_scores_gemma":[0.008250646,0.001316066,0.001827347,0.005859772,0.004678253,0.02392184,0.009472483,0.007385686,0.007744994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001896147,"about_ca_system_score_gemma":0.003119193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003130653,"about_ca_topic_score_gemma":0.001993387,"domain_scores_codex":[0.9900282,0.00241783,0.0005456304,0.001073809,0.005276264,0.0006583286],"domain_scores_gemma":[0.9911396,0.002628749,0.0003754778,0.002857674,0.001630502,0.001367978],"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":[0.0002630825,0.0005574052,0.001358558,0.001177906,0.0001317748,0.0008438638,0.00201397,0.002646351,0.01732833,0.3217686,0.06457614,0.587334],"study_design_scores_gemma":[0.00007516774,0.0002450766,0.000713814,0.0005795283,0.00009162586,0.001493731,0.0006968677,0.02075928,0.004387229,0.1519866,0.8188022,0.0001688576],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006715862,0.01192632,0.8583704,0.01555982,0.001829285,0.000739469,0.0003325027,0.01752497,0.08700143],"genre_scores_gemma":[0.0649013,0.01818883,0.8432385,0.007406093,0.003806891,0.0008232449,0.001160001,0.00376722,0.05670792],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01201172,"threshold_uncertainty_score":0.04450786,"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."}}