{"id":"W4382406596","doi":"10.1007/978-3-031-31299-1_14","title":"Collective Writing: The Continuous Struggle for Meaning-Making","year":2023,"lang":"en","type":"book-chapter","venue":"Postdigital science and education","topic":"Digital Education and Society","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Meaning (existential); Reading (process); Milestone; Epistemology; Sociology; Linguistics; History; Philosophy","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0006581878,0.0001890553,0.0001630874,0.0001484658,0.0007989315,0.002126909,0.0008715527,0.00008235744,0.000004744425],"category_scores_gemma":[0.0004458393,0.0001510211,0.00008070305,0.000352094,0.0004665151,0.00120621,0.0002504898,0.0001371267,0.00004331729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003505939,"about_ca_system_score_gemma":0.005024669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005503466,"about_ca_topic_score_gemma":0.000005534414,"domain_scores_codex":[0.9983506,0.000005218674,0.0002369549,0.0005725886,0.0005139918,0.0003206951],"domain_scores_gemma":[0.998236,0.0002653465,0.0001985998,0.0003640085,0.0008150122,0.0001210225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001654662,0.00002357799,0.00001843749,0.00001598178,0.000009634234,1.788018e-7,0.006090606,7.189034e-7,0.000006597284,0.8190282,0.01838668,0.1564177],"study_design_scores_gemma":[0.0001640388,0.000233481,0.0008989362,0.0003139669,0.0000269008,0.00004204657,0.004159231,0.001236716,0.00006040947,0.7166254,0.2755285,0.0007104254],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005054771,0.0001432399,0.0009841347,0.003937637,0.001890463,0.0007311816,0.00002485575,0.0001626164,0.9916204],"genre_scores_gemma":[0.2587513,0.00003202014,0.001365459,0.002057122,0.0004278473,0.0001319564,0.00002756814,0.00003729392,0.7371694],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2582459,"threshold_uncertainty_score":0.998909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03049376255851528,"score_gpt":0.2918329313247585,"score_spread":0.2613391687662432,"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."}}