{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005769607,0.0001998365,0.0003230603,0.0005757155,0.0002871882,0.00006143127,0.001651825,0.0002021336,0.000024335],"category_scores_gemma":[0.00002894036,0.000179806,0.0001375793,0.0009323159,0.0001068098,0.0005268782,0.0002884494,0.0007111035,0.0001278375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001567048,"about_ca_system_score_gemma":0.0007619342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006863508,"about_ca_topic_score_gemma":0.00009078595,"domain_scores_codex":[0.9969032,0.0001369764,0.0005652565,0.0004048663,0.001502658,0.0004870844],"domain_scores_gemma":[0.9973851,0.0001247762,0.000253695,0.0009974806,0.001105052,0.0001338347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001934557,0.005008241,0.00008383946,0.002443581,0.0003440557,0.0000181106,0.1424457,0.001234829,0.02125308,0.4013782,0.2364786,0.1891184],"study_design_scores_gemma":[0.00128227,0.0011256,0.00526962,0.0008315045,0.00001659865,0.0000111528,0.004213775,0.8937275,0.03308675,0.03654965,0.02286414,0.001021471],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5878007,0.001309292,0.1986734,0.002034448,0.00068643,0.007886408,0.0006635214,0.0004361236,0.2005096],"genre_scores_gemma":[0.9599503,0.001589526,0.01270372,0.00006829048,0.0001297821,0.002451921,0.001530329,0.0000493629,0.0215268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8924927,"threshold_uncertainty_score":0.7332276,"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."}}