{"id":"W33006939","doi":"10.2196/22043","title":"A Requirement Model of UUM Alumni Online Jobs","year":2008,"lang":"en","type":"dissertation","venue":"JMIR Formative Research","topic":"Mobile and Web Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Research Resources","keywords":"Flexibility (engineering); Service (business); Track (disk drive); World Wide Web; Service model; Computer science; Engineering management; Web application; Engineering; Multimedia; Business; Marketing; Management; Operating system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002334247,0.0004903344,0.0003180035,0.001821859,0.00190227,0.003550538,0.002155758,0.001990118,0.0608018],"category_scores_gemma":[0.008613414,0.0006008948,0.001041007,0.001457711,0.001486942,0.007298365,0.002162629,0.001282714,0.01109943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002252006,"about_ca_system_score_gemma":0.002956524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01533039,"about_ca_topic_score_gemma":0.01488735,"domain_scores_codex":[0.9980538,0.0007035179,0.000101656,0.0003346693,0.0004201993,0.0003862236],"domain_scores_gemma":[0.9960479,0.001636492,0.0004218738,0.0005998075,0.0007530744,0.0005408535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001354504,0.0004209709,0.01703846,0.0001033155,0.00002312509,0.0006825959,0.002498782,0.01813395,0.0009882119,0.9042398,0.01044004,0.04529545],"study_design_scores_gemma":[0.000170779,0.0004069983,0.02003278,0.000217477,0.00006612849,0.001589628,0.006097184,0.3350931,0.0009882997,0.5046273,0.1306232,0.00008701683],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.1574359,0.0001453506,0.3071761,0.005243991,0.0001095574,0.0009739669,0.001877891,0.0009495074,0.5260877],"genre_scores_gemma":[0.8188605,0.0001664384,0.07059506,0.0003519841,0.00005319809,0.001008336,0.001345329,0.0001482797,0.1074709],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0608018,"threshold_uncertainty_score":0.2034023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1146822427397476,"score_gpt":0.4374691739515413,"score_spread":0.3227869312117936,"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."}}