{"id":"W3208367907","doi":"10.20360/langandlit29517","title":"\"I'm Not the Only Writer in The Room\": A Framework for Co-Creating Confident Writing Classrooms","year":2021,"lang":"en","type":"article","venue":"Language and Literacy","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Self-efficacy; Conversation; Context (archaeology); Psychology; Pedagogy; Social cognitive theory; Subject (documents); Identity (music); Mathematics education; Social psychology; Computer 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":[0.001391284,0.00007454352,0.0001044896,0.00002288304,0.0009723827,0.0005571406,0.0001354999,0.00005812806,0.0001225154],"category_scores_gemma":[0.001111027,0.00004489201,0.00004288226,0.0002356404,0.00005941044,0.0001728619,0.00004708695,0.0002540078,0.000002807508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003458354,"about_ca_system_score_gemma":0.00008306765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001459727,"about_ca_topic_score_gemma":0.001895353,"domain_scores_codex":[0.9987508,0.0005110465,0.0001656584,0.0001635971,0.0002001307,0.0002087539],"domain_scores_gemma":[0.9977356,0.00193992,0.00005837649,0.0001610296,0.00007578413,0.00002927079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001710879,0.00003683714,0.007468329,0.00001531098,0.00000626344,0.00004021552,0.8103732,5.241158e-7,0.0002562872,0.1084155,0.0002730184,0.07309744],"study_design_scores_gemma":[0.0005040369,0.00005767392,0.0174046,0.0003845334,0.00002144079,0.00001285982,0.719942,0.0002873496,0.0001801247,0.005823384,0.2551709,0.0002111314],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9735684,0.001901487,0.00110528,0.008272928,0.00008657108,0.0002720196,0.00002117358,0.00002415803,0.01474796],"genre_scores_gemma":[0.99202,0.00005040794,0.001436046,0.004375774,0.000596974,0.00002545095,0.00001635411,0.000006220152,0.001472812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2548979,"threshold_uncertainty_score":0.747888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01729445813140593,"score_gpt":0.3713135969990552,"score_spread":0.3540191388676492,"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."}}