{"id":"W2048193086","doi":"10.1145/2501988.2501996","title":"Skillometers","year":2013,"lang":"en","type":"preprint","venue":"","topic":"Interactive and Immersive Displays","field":"Computer Science","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Autodesk (Canada); University of Saskatchewan","funders":"","keywords":"Computer science; Software deployment; Personalization; Human–computer interaction; Software engineering; Mode (computer interface); Multimedia; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[],"category_scores_codex":[0.00005131847,0.0001629535,0.0001563443,0.0001204598,0.0000326423,0.0002504315,0.001298396,0.0001074321,0.0004117243],"category_scores_gemma":[0.00001801494,0.0001336425,0.0001460117,0.00006767898,0.00001782154,0.0003207234,0.001947818,0.0003156345,0.00236785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004299791,"about_ca_system_score_gemma":0.00004857325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001457976,"about_ca_topic_score_gemma":9.484598e-7,"domain_scores_codex":[0.9990597,0.00002918692,0.0001330103,0.0004267081,0.0001489933,0.000202368],"domain_scores_gemma":[0.99897,0.00003946293,0.00007802881,0.0007158323,0.0001352055,0.00006150032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000003670974,0.0001805949,0.0003139819,0.00009635015,0.0003163712,0.00003847685,0.002049245,0.000144958,0.01731375,0.5682836,0.3947129,0.01654611],"study_design_scores_gemma":[0.0013219,0.0005308733,0.06004966,0.0006825902,0.00009973428,0.000085694,0.0006325666,0.1926844,0.3014426,0.2845309,0.1519326,0.006006422],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009235987,0.00005040535,0.7942213,0.001179084,0.002532878,0.0002070442,0.000002531061,0.00005583074,0.1925149],"genre_scores_gemma":[0.9282667,0.00003126974,0.05123834,0.004449841,0.0001385917,0.00008196957,0.00001817423,0.00001624759,0.01575889],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9190307,"threshold_uncertainty_score":0.9984089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01536441131086011,"score_gpt":0.2589885897495408,"score_spread":0.2436241784386806,"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."}}