{"id":"W4405057992","doi":"10.29173/writingacrossuofa74","title":"Reading as a Writer: What Could Possibly Go Wrong?","year":2024,"lang":"en","type":"article","venue":"Writing across the University of Alberta","topic":"Russian Literature and Bakhtin Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Negotiation; Intuition; Reading (process); Argument (complex analysis); Computer science; Perception; Linguistics; Psychology; Sociology; Epistemology; Cognitive science; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0006214805,0.0001066398,0.0001604741,0.00004065579,0.001785899,0.0006290823,0.0004404584,0.0001022954,0.0001917895],"category_scores_gemma":[0.0001172444,0.00009076138,0.0001348808,0.000391407,0.0007382428,0.0007797361,0.0001561889,0.0002271925,0.0001777388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006867415,"about_ca_system_score_gemma":0.00008106906,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008699392,"about_ca_topic_score_gemma":0.003339415,"domain_scores_codex":[0.9989065,0.0001139955,0.0001187125,0.0002394155,0.0002641007,0.0003573089],"domain_scores_gemma":[0.9989346,0.0006841163,0.00005744958,0.0001880369,0.00007154748,0.00006430366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000545251,0.00004112923,0.002314958,0.0001271369,0.0002046588,0.0001202683,0.7982306,0.000004007053,0.0003487042,0.1394935,0.03653184,0.02252859],"study_design_scores_gemma":[0.0001398018,0.0000340806,0.0006862528,0.0008112774,0.00004425426,0.00000786127,0.2923526,0.00004702951,0.00006095039,0.001018197,0.704632,0.0001656706],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6057658,0.006721844,0.00003849483,0.03457735,0.0008142128,0.0002557395,0.00002087137,0.0001709802,0.3516347],"genre_scores_gemma":[0.9286456,0.0009417172,0.0001302236,0.0003301321,0.0002648721,2.075503e-7,0.000003739629,0.000009511318,0.06967405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6681001,"threshold_uncertainty_score":0.9995136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0108290493404869,"score_gpt":0.2875586938677265,"score_spread":0.2767296445272396,"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."}}