{"id":"W4415359178","doi":"10.1057/s41599-025-05606-0","title":"Exploring the impact of digital scaffolding on collaborative writing practices","year":2025,"lang":"en","type":"article","venue":"Humanities and Social Sciences Communications","topic":"Writing and Handwriting Education","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Collaborative writing; Creativity; Collaborative learning; Control (management); Digital storytelling; Quality (philosophy); Teamwork; Collaborative software","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001164541,0.00006089296,0.00009604215,0.00009709963,0.007817398,0.0007193356,0.0005352647,0.00002234387,0.000008111941],"category_scores_gemma":[0.0006032244,0.00004725128,0.00004805628,0.0005444477,0.002167667,0.0006852622,0.0001186371,0.0001118338,0.000001023394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007367563,"about_ca_system_score_gemma":0.0003549151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00244198,"about_ca_topic_score_gemma":0.001101015,"domain_scores_codex":[0.9991139,0.0002626759,0.0001684153,0.0001049125,0.0001837283,0.0001664039],"domain_scores_gemma":[0.9977537,0.001641319,0.0002485758,0.0001577977,0.0001873065,0.00001130216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000002765515,0.00005219183,0.004682226,0.000006273511,0.00001684003,2.672722e-8,0.09601909,0.000005384141,0.00001531466,0.8917416,0.0004527765,0.007005546],"study_design_scores_gemma":[0.0001047549,0.00007503812,0.02294783,0.0001414936,0.0000206838,1.888262e-7,0.9501686,0.00009019596,0.0000138997,0.009402966,0.01691742,0.0001169419],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6732754,0.0002947244,0.000003395707,0.007701718,0.00005854917,0.0001184409,0.00001037944,0.00003008532,0.3185073],"genre_scores_gemma":[0.9986827,0.0006110691,0.00008310266,0.0000869589,0.0001049525,0.00003603478,0.000003182044,0.000002461078,0.0003895134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8823386,"threshold_uncertainty_score":0.9934743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4168411857624896,"score_gpt":0.467976434379781,"score_spread":0.05113524861729146,"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."}}