{"id":"W124411081","doi":"","title":"A Survey of Current Computer Skill Standards and Implications for Teacher Education","year":2001,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Educational Research and Pedagogy","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Current (fluid); Current Population Survey; Mathematics education; Pedagogy; Medical education; Psychology; Computer science; Engineering; Sociology; Medicine; Population","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003828812,0.0001475883,0.0002811272,0.006174344,0.0005939023,0.001200796,0.0005162612,0.0005328516,0.004514963],"category_scores_gemma":[0.02500388,0.0001949148,0.000279929,0.008887003,0.0005948945,0.001926586,0.0005474485,0.000630601,0.001152531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009483132,"about_ca_system_score_gemma":0.001899423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008064829,"about_ca_topic_score_gemma":0.01151724,"domain_scores_codex":[0.9969372,0.00046025,0.000806172,0.0003471563,0.001189233,0.0002600647],"domain_scores_gemma":[0.9603999,0.01594414,0.006707139,0.001009326,0.01359278,0.002346736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002168371,0.0002530703,0.5530979,0.0008722578,0.00003323374,0.0001146364,0.003025704,0.0001836433,0.001092385,0.002528286,0.01333204,0.42525],"study_design_scores_gemma":[0.000006059702,0.0002059185,0.9481503,0.0006490512,0.00002307673,0.0005930897,0.005814769,0.000209597,0.0006656062,0.0004847254,0.0431773,0.00002051095],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9332782,0.02358137,0.00205198,0.004855322,0.000165417,0.00005734147,0.004913081,0.0001267711,0.03097049],"genre_scores_gemma":[0.9636087,0.02261281,0.002446316,0.0009000259,0.0001005033,0.00008073849,0.005146478,0.00007072307,0.005033801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008064829,"threshold_uncertainty_score":0.02024889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09283343377694586,"score_gpt":0.4055383960915694,"score_spread":0.3127049623146236,"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."}}