{"id":"W4407082624","doi":"10.1007/s11145-025-10634-y","title":"Is narrative in printed text “primary” for knowledge-building? An analysis of genre and medium","year":2025,"lang":"en","type":"article","venue":"Reading and Writing","topic":"Reading and Literacy Development","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakehead University","funders":"Instituto Superior de Educação e Ciências","keywords":"Narrative; Psycholinguistics; Literacy; Psychology; Linguistics; Sociology; Pedagogy; Cognition; 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":[],"consensus_categories":[],"category_scores_codex":[0.0006836961,0.0001260966,0.0003964309,0.0006588367,0.0001119778,0.00003740168,0.00007635384,0.00009198358,0.00002643208],"category_scores_gemma":[0.00008545039,0.0001215992,0.00005382629,0.0006205511,0.00005516511,0.0000685081,0.00004270072,0.0001110524,4.760284e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004685347,"about_ca_system_score_gemma":0.00003213871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001209813,"about_ca_topic_score_gemma":0.00003014003,"domain_scores_codex":[0.9988713,0.00007970992,0.000391152,0.0003766488,0.00005539963,0.0002257744],"domain_scores_gemma":[0.9991186,0.0004972949,0.00009792365,0.0001452699,0.00008566566,0.00005520707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001393424,0.0001857638,0.6746062,0.000360233,0.001204461,0.000006148098,0.1809346,0.00001122745,0.005298382,0.011079,0.0005732214,0.1256014],"study_design_scores_gemma":[0.001477339,0.0001131999,0.9496617,0.0008356334,0.0004164597,0.000007170262,0.03617996,0.005764277,0.00184761,0.0004819738,0.002887143,0.0003275693],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887457,0.0008296163,0.001110487,0.0002002379,0.00009452598,0.0001552034,0.00001159036,0.00002467525,0.008827937],"genre_scores_gemma":[0.9950942,0.00002901943,0.00234541,0.0001330946,0.00002953711,0.0000372378,0.00002029275,0.000009424657,0.00230174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2750555,"threshold_uncertainty_score":0.4958672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02147352689613097,"score_gpt":0.3655703952712879,"score_spread":0.3440968683751569,"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."}}