{"id":"W7135337574","doi":"","title":"Writer Identity and the Teaching and Learning of Writing","year":2016,"lang":"en","type":"other","venue":"Open Research Online (The Open University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Identity (music); Key (lock); Identification (biology); Professional writing; Identity formation; Empirical research","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["open_science"],"category_scores_codex":[0.01674488,0.0003076555,0.0006991762,0.001123788,0.001965852,0.001595256,0.006688286,0.0002083679,0.002035861],"category_scores_gemma":[0.001409272,0.0001834307,0.00007830771,0.0008574266,0.002350392,0.001371923,0.02042897,0.003012899,0.0003188313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001427608,"about_ca_system_score_gemma":0.0002930417,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02003694,"about_ca_topic_score_gemma":0.005070322,"domain_scores_codex":[0.9891367,0.008304441,0.0002750111,0.0007590379,0.0008983074,0.0006265211],"domain_scores_gemma":[0.9960028,0.002166247,0.0004364333,0.0009487689,0.0002634157,0.0001823221],"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":[0.003007566,0.000446357,0.003764124,0.0004096408,0.001468802,0.0003014131,0.002836665,0.000003145973,0.001089655,0.5964765,0.3187531,0.07144301],"study_design_scores_gemma":[0.004184562,0.00007056979,0.000384895,0.00127613,0.00008505713,0.00001394572,0.006210106,0.00009643967,0.000005535859,0.0004705704,0.9869313,0.0002708602],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002871325,0.0003039761,0.00004467595,0.002254213,0.00002622989,0.003031913,0.0002542084,0.00003375535,0.9911797],"genre_scores_gemma":[0.0041458,0.0009338103,0.001416648,0.00003534123,0.0001589352,0.000004691261,0.00004396751,0.0003772975,0.9928835],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6681782,"threshold_uncertainty_score":0.9994412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1018757026703622,"score_gpt":0.4175772449651315,"score_spread":0.3157015422947693,"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."}}