{"id":"W7010289035","doi":"","title":"Information needs towards service life asset management","year":2000,"lang":"en","type":"article","venue":"NPARC","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Works and Government Services Canada","funders":"","keywords":"Asset (computer security); Scope (computer science); Asset management; IT asset management; Domain (mathematical analysis); Service (business); Information needs","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0009776438,0.0001089001,0.0001289919,0.0004863521,0.0001598635,0.0004220015,0.0005684121,0.00004146388,0.04134003],"category_scores_gemma":[0.00005245934,0.00008720393,0.00005465566,0.001830455,0.0000265342,0.00162581,0.0001130933,0.00008496521,0.01063226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002141914,"about_ca_system_score_gemma":0.00003242766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001721428,"about_ca_topic_score_gemma":0.000006222745,"domain_scores_codex":[0.9981329,0.00004445939,0.0004760033,0.000107514,0.001033931,0.0002051464],"domain_scores_gemma":[0.9991589,0.00004152095,0.0001039576,0.0004555157,0.0001501042,0.00009004639],"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":[0.00003054807,0.000009331585,0.001097627,0.0000113267,0.00001446436,4.460981e-7,0.0007840989,0.000107699,0.000006118184,0.006897621,0.06247302,0.9285677],"study_design_scores_gemma":[0.0003560799,0.00001717901,0.01904344,0.000006588141,0.00001024427,0.000003560009,0.002047062,0.005016741,0.00002757041,0.008957455,0.9643848,0.0001292594],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2711761,0.000003963265,0.0008962987,0.003676065,0.0003119467,0.0001743912,0.000006462901,0.00008010342,0.7236747],"genre_scores_gemma":[0.969863,0.00008017372,0.001909021,0.005466595,0.00009792634,0.00002794519,0.00001751097,0.000005205199,0.02253263],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9284384,"threshold_uncertainty_score":0.9901381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0481133626009015,"score_gpt":0.3164061502215809,"score_spread":0.2682927876206794,"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."}}