{"id":"W1884740998","doi":"10.20360/g28w2p","title":"Staging Teachers’ Stories: Performing Understandings of Writing and Teaching Writing","year":2015,"lang":"en","type":"article","venue":"Language and Literacy","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Reflexivity; Literacy; Pedagogy; Coding (social sciences); Qualitative research; Sociology; Teaching method; Psychology; Collaborative writing; Professional writing; Mathematics education; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000638261,0.0001235454,0.0001703391,0.0001078106,0.0003023228,0.0004115873,0.00004827401,0.00002963494,0.00007044711],"category_scores_gemma":[0.0001460307,0.0001093621,0.00002497306,0.0000190263,0.0001167751,0.001116644,0.00004192656,0.0002020528,0.000001469465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003786439,"about_ca_system_score_gemma":0.00003004585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001025311,"about_ca_topic_score_gemma":0.00003297305,"domain_scores_codex":[0.9991502,0.00005081857,0.0002661472,0.0001756852,0.0001450682,0.0002120486],"domain_scores_gemma":[0.999428,0.0001679809,0.0001150292,0.0001058942,0.00007346562,0.0001096224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000006878618,0.00001700196,0.01354787,0.0001202562,0.00001143687,0.000005899238,0.9467486,1.274675e-7,0.00004761805,0.01047706,0.0001230159,0.0288942],"study_design_scores_gemma":[0.0003606544,0.00005172072,0.0004150893,0.0003041194,0.00002483723,0.00001063344,0.9888604,0.000163651,0.00005816729,0.0005341792,0.009060759,0.0001558371],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880663,0.002280449,0.00005839748,0.0001579055,0.0002737095,0.00007374242,0.000009701653,0.00004548493,0.009034298],"genre_scores_gemma":[0.9964828,0.00001485743,0.0006516891,0.000197105,0.001134666,0.000003953494,0.00002568909,0.00001715617,0.001472043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04211171,"threshold_uncertainty_score":0.4459656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03379493058456984,"score_gpt":0.2908739639320574,"score_spread":0.2570790333474876,"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."}}