{"id":"W1545459361","doi":"","title":"Exploring Open Source for Educators: We're Not in Kansas Anymore--Entering Os","year":2007,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Political science; Public relations; Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007039442,0.0002407685,0.0003074203,0.001340249,0.0002290677,0.0002732783,0.001479714,0.0001163206,0.0001717721],"category_scores_gemma":[0.0006163245,0.0002495381,0.00003319979,0.001238238,0.0001684,0.0007794926,0.000420866,0.000544716,0.0000568707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001311817,"about_ca_system_score_gemma":0.000645707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005692129,"about_ca_topic_score_gemma":0.0006432108,"domain_scores_codex":[0.9980277,0.00004164296,0.0004269684,0.0006880414,0.0002394365,0.0005762512],"domain_scores_gemma":[0.9981124,0.000885079,0.0001632546,0.0004327143,0.0001817379,0.0002248084],"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":[0.00002542045,0.0002792741,0.009928549,0.0000280408,0.00001291082,0.00000281998,0.006186533,0.000002988784,0.0004363072,0.9361032,0.0008689346,0.04612506],"study_design_scores_gemma":[0.003327699,0.0004841916,0.08479195,0.001283142,0.0000304187,0.00008046588,0.02528546,0.002546189,0.01666597,0.8173884,0.04618536,0.001930819],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1518718,0.0001908659,0.007022263,0.8242667,0.006695931,0.001142347,0.000004909684,0.0002837406,0.008521467],"genre_scores_gemma":[0.986998,0.00014574,0.01004889,0.00048102,0.0004471118,0.0006770805,0.00001852853,0.00002126027,0.001162325],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8351262,"threshold_uncertainty_score":0.9999957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1254315484970964,"score_gpt":0.3250271044591032,"score_spread":0.1995955559620068,"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."}}