{"id":"W2104426367","doi":"10.1016/j.jmir.2009.09.002","title":"Managing Research—A Guide to Research Infrastructure","year":2009,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Business; Cover (algebra); Knowledge management; Engineering management; Research program; Process management; Data management; Computer science; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01416799,0.00006944913,0.0001930946,0.001337526,0.0004554963,0.0002431234,0.0003223437,0.00004541544,0.0001193326],"category_scores_gemma":[0.005434832,0.00004733406,0.0000421774,0.001378767,0.0004328125,0.000456843,0.00004780082,0.0007911711,0.0000102319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009518141,"about_ca_system_score_gemma":0.0006771035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002194781,"about_ca_topic_score_gemma":6.48161e-7,"domain_scores_codex":[0.9951492,0.0002330476,0.0004424392,0.0001907553,0.003611516,0.0003730568],"domain_scores_gemma":[0.9982216,0.0004406288,0.0001031842,0.0001047461,0.0004929525,0.000636925],"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":[0.00002115031,0.00002638268,0.007525095,0.00000820182,0.000006934495,0.00009877062,0.0009296915,0.00005995542,0.000906515,0.0008053166,0.2085726,0.7810394],"study_design_scores_gemma":[0.002126542,0.0009652477,0.2538169,0.001009975,0.00002833475,0.002504629,0.01329569,0.0415608,0.001360232,0.01394069,0.669189,0.0002019623],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2559194,0.007176364,0.003210113,0.7213287,0.0005614252,0.000175621,5.823185e-7,0.00001929778,0.01160855],"genre_scores_gemma":[0.9877838,0.002766335,0.002389265,0.005469484,0.001350569,7.177074e-7,4.893363e-7,0.000004663011,0.0002346321],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7808374,"threshold_uncertainty_score":0.6506394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05394855114076901,"score_gpt":0.4806631457965888,"score_spread":0.4267145946558197,"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."}}