{"id":"W2162857396","doi":"10.19173/irrodl.v15i6.1964","title":"Developing open education literacies with practicing K-12 teachers","year":2014,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Open education; Open educational resources; Psychology; Scale (ratio); Mathematics education; Pedagogy; Medical education; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.008529871,0.00009289657,0.0001976686,0.0001349277,0.0003203588,0.001425241,0.002855453,0.00002333059,0.00005563453],"category_scores_gemma":[0.00349719,0.00006306126,0.00001765091,0.0006277756,0.00008888491,0.001459367,0.001813995,0.000637014,0.00001685737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001487062,"about_ca_system_score_gemma":0.0007751961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006602922,"about_ca_topic_score_gemma":0.00003419884,"domain_scores_codex":[0.9976232,0.001015507,0.0003133671,0.0002926459,0.0005370361,0.0002182204],"domain_scores_gemma":[0.9979708,0.0009828266,0.0002337948,0.000262699,0.000479845,0.00006999764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005673491,0.0001851143,0.04065246,0.0007455478,0.00004941044,0.000002633918,0.003134347,0.0002363442,0.0000558414,0.6370952,0.003672304,0.3141141],"study_design_scores_gemma":[0.0007938085,0.0002157427,0.02852485,0.02184106,0.000009215182,0.00007271192,0.0179436,0.006752525,0.0001624895,0.005402026,0.9179832,0.0002987193],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06350827,0.009132005,0.08405446,0.3570548,0.0007052195,0.004326305,0.000005635679,0.0000905602,0.4811227],"genre_scores_gemma":[0.9793558,0.005140729,0.01260433,0.0009438283,0.00005387986,0.0001343606,0.00006606866,0.000009556205,0.001691493],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9158475,"threshold_uncertainty_score":0.9996114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09853403628802786,"score_gpt":0.4658146452644366,"score_spread":0.3672806089764087,"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."}}