{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001288136,0.0008327073,0.0003273904,0.0008948914,0.002133575,0.003828277,0.0005823036,0.001660774,0.07860994],"category_scores_gemma":[0.003808431,0.0003952491,0.0002731942,0.0008450042,0.0007784794,0.003634971,0.001325777,0.002769602,0.06183218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002088489,"about_ca_system_score_gemma":0.003281044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01550759,"about_ca_topic_score_gemma":0.03929757,"domain_scores_codex":[0.9988701,0.0001678022,0.00004118437,0.0002278502,0.0005932578,0.00009975865],"domain_scores_gemma":[0.9975429,0.0002867926,0.00008336204,0.00008526025,0.001420583,0.0005811446],"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":[0.000006554993,0.000007583465,0.0001073238,0.00004033905,0.000001264097,0.00001674949,0.0001254646,0.00003440553,0.0001245086,0.001302237,0.971787,0.02644671],"study_design_scores_gemma":[0.000003602495,0.000009166559,0.0003689981,0.00006712051,0.000002696676,0.00007016655,0.0002487962,0.00006312855,0.0001034624,0.0005045966,0.9985537,0.000004526486],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003753276,0.08147857,0.007808568,0.3525174,0.08679172,0.000213115,0.001050357,0.001454803,0.4649322],"genre_scores_gemma":[0.006354508,0.01364578,0.001122784,0.01475342,0.002522256,0.00003383022,0.0002496984,0.0001488358,0.961169],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9213901,"threshold_uncertainty_score":0.2629765,"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."}}