{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003609086,0.0003914277,0.0003098598,0.001441532,0.0008569162,0.002328242,0.0005981261,0.000399539,0.002012638],"category_scores_gemma":[0.02091165,0.00012137,0.0002362045,0.0008094118,0.001231224,0.001083495,0.001918048,0.0003171116,0.0002380893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007194408,"about_ca_system_score_gemma":0.001054969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001213109,"about_ca_topic_score_gemma":0.001598753,"domain_scores_codex":[0.9961533,0.002069503,0.0002672503,0.000395233,0.0007890632,0.0003255649],"domain_scores_gemma":[0.9664216,0.02498262,0.004035951,0.001858978,0.001578296,0.001122565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001301383,0.002756695,0.2657645,0.001095413,0.0001879201,0.001165929,0.1359168,0.001634931,0.0243246,0.002397426,0.0004783899,0.5629761],"study_design_scores_gemma":[0.0001559685,0.005969155,0.8654124,0.0006124691,0.0002926915,0.0008154017,0.08510274,0.003100406,0.01688538,0.002990229,0.01856859,0.00009463287],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996945,0.0001215099,0.0005524196,0.00004209366,0.000003673041,0.00002145776,0.00001026658,0.00001111016,0.002292398],"genre_scores_gemma":[0.998082,0.00009616986,0.001306045,0.00001020656,0.000005351165,0.00002214864,0.00001529848,0.000003004888,0.000459685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003609086,"threshold_uncertainty_score":0.0190869,"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."}}