{"id":"W2017026818","doi":"10.1007/s10972-013-9348-x","title":"Writing Like a Scientist: Exploring Elementary Teachers’ Understandings and Practices of Writing in Science","year":2013,"lang":"en","type":"article","venue":"Journal of Science Teacher Education","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Mathematics education; Science education; Creativity; Presentation (obstetrics); Curriculum; Nature of Science; Pedagogy; Scientific writing; Psychology; Literature","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":[0.01987674,0.0005279811,0.001256457,0.00244508,0.007402636,0.006953716,0.002082523,0.002149644,0.001921513],"category_scores_gemma":[0.04666048,0.001044787,0.0004846497,0.001651471,0.01387293,0.007407444,0.00516481,0.004741004,0.0004953811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004308788,"about_ca_system_score_gemma":0.006279128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004481376,"about_ca_topic_score_gemma":0.005745444,"domain_scores_codex":[0.9835799,0.01122068,0.00078339,0.001102376,0.002193508,0.00112007],"domain_scores_gemma":[0.9393407,0.05032391,0.003273414,0.001855218,0.003121155,0.002085574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001178476,0.00002905313,0.001821455,0.00005794673,0.000002174681,0.0002952251,0.9939824,0.00002988586,0.0006533304,0.0007399957,0.00009755268,0.002279154],"study_design_scores_gemma":[0.00001138329,0.00006247269,0.001833755,0.0001951163,0.000007521031,0.0004898165,0.9827305,0.0001712981,0.0008160569,0.001047723,0.01261496,0.00001938092],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9765753,0.0005706363,0.01084525,0.002041671,0.00004432968,0.0001377517,0.00004345287,0.0000491354,0.009692398],"genre_scores_gemma":[0.9934676,0.0004050238,0.002588917,0.0002862809,0.00001138331,0.0001157759,0.00002519813,0.00004399551,0.003055845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01987674,"threshold_uncertainty_score":0.1051195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1638617789912262,"score_gpt":0.4569363021362612,"score_spread":0.293074523145035,"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."}}