{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005043061,0.0001548503,0.000219068,0.0007317532,0.0001333664,0.00005766594,0.0004793413,0.00008909197,0.00007661679],"category_scores_gemma":[0.00107463,0.0001460131,0.00002274539,0.0008138662,0.0003373662,0.0001612304,0.0001170491,0.0002387993,0.000005013761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006971067,"about_ca_system_score_gemma":0.003496111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005300863,"about_ca_topic_score_gemma":0.0005867537,"domain_scores_codex":[0.9986449,0.00007222081,0.0002844413,0.000451668,0.0002618157,0.0002848811],"domain_scores_gemma":[0.99659,0.001253441,0.0001353403,0.0003846495,0.001436432,0.0002000938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009806716,0.0003747519,0.07470891,0.00002044109,0.000009408671,5.178369e-8,0.0002391864,1.477008e-7,0.00004479321,0.7382975,0.007412483,0.1788826],"study_design_scores_gemma":[0.000191935,0.00009530248,0.4615875,0.00004532018,0.000004399088,0.000009126725,0.00001339899,0.0002850088,0.00004664949,0.5342186,0.003386563,0.0001161072],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07358047,0.006162078,0.05760919,0.8559627,0.003456894,0.001222819,0.0003426082,0.0001341939,0.001529042],"genre_scores_gemma":[0.992059,0.0009444702,0.005544338,0.0001530431,0.0003214311,0.0004286653,0.0001619966,0.000009042618,0.0003780422],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9184785,"threshold_uncertainty_score":0.6201952,"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."}}