{"id":"W7095988458","doi":"","title":"By Sharon Hagi, Senior IT Architect, IBM Canada Ltd. IBM Global Services","year":2005,"lang":"en","type":"article","venue":"","topic":"Information Systems Education and Curriculum Development","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"IBM; IBM PC compatible","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001752543,0.0001505423,0.0001227819,0.00003590691,0.000155447,0.0002493375,0.0007711079,0.00003771165,0.0004008482],"category_scores_gemma":[0.000003947885,0.0001274675,0.00002969368,0.0003407835,0.000009202295,0.0005425029,0.0001340864,0.00006546949,0.0005257655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004392311,"about_ca_system_score_gemma":0.000763729,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1481236,"about_ca_topic_score_gemma":0.3781511,"domain_scores_codex":[0.9985016,0.00003050628,0.000392012,0.0002546197,0.0005069771,0.0003142749],"domain_scores_gemma":[0.9991893,0.00001369959,0.0001182824,0.0003688132,0.0001184685,0.0001914848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001415956,0.00004536327,0.001504486,0.00004141085,0.00001983803,0.000001510218,0.002983435,0.0001371587,0.00002100053,0.01006558,0.9210179,0.06416091],"study_design_scores_gemma":[0.0001985456,0.000009373691,0.002547221,0.00001726485,0.000001462891,0.00004321598,0.0008433532,0.0117999,0.0004806029,0.00002148055,0.9837986,0.0002390174],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1715412,0.0003154883,0.1582994,0.08917601,0.004410858,0.001004927,0.00008896919,0.0008818076,0.5742813],"genre_scores_gemma":[0.9394515,0.000004071124,0.01839574,0.02331599,0.0001489419,0.00003754071,0.00003977409,0.000005677738,0.01860073],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7679103,"threshold_uncertainty_score":0.8575491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003359171524880736,"score_gpt":0.2121440886033613,"score_spread":0.2087849170784805,"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."}}