{"id":"W2030896913","doi":"10.1017/s1431927607074053","title":"Integrated Software for the Management of Modern Service Laboratories","year":2007,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Microanalysis; Software; Service (business); Engineering; Engineering management; Analytical Chemistry (journal); Business; Computer science; Chemistry; Operating system; Environmental chemistry; Marketing","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":[0.006129057,0.002149372,0.001340815,0.004094853,0.001098237,0.004648337,0.005199871,0.001531836,0.04886024],"category_scores_gemma":[0.01954866,0.001494092,0.001381563,0.003641133,0.0009239013,0.005451839,0.005933805,0.003660867,0.03299564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001729245,"about_ca_system_score_gemma":0.003274766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003886389,"about_ca_topic_score_gemma":0.002669901,"domain_scores_codex":[0.9948992,0.0008529135,0.0008261374,0.0007866697,0.002151565,0.0004834769],"domain_scores_gemma":[0.9853134,0.003475463,0.0006872602,0.005780906,0.003728991,0.001014083],"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":[0.001661498,0.000427174,0.004106991,0.0006375611,0.0002914682,0.0005043863,0.001131399,0.01025365,0.0208165,0.02992496,0.2852674,0.644977],"study_design_scores_gemma":[0.00084828,0.0003054321,0.004336001,0.0005449661,0.000247287,0.0009162407,0.0002316268,0.2035311,0.06814501,0.04949487,0.6710151,0.0003839686],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.002573057,0.0002893306,0.6584306,0.0003297217,0.0002283888,0.0004351881,0.003071724,0.3268898,0.007752058],"genre_scores_gemma":[0.09303174,0.0009269246,0.7608303,0.001143529,0.0004688955,0.002608464,0.03830405,0.067757,0.03492911],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.04886024,"threshold_uncertainty_score":0.1634537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03427363555084802,"score_gpt":0.334947609014253,"score_spread":0.300673973463405,"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."}}