{"id":"W2171584124","doi":"10.20360/g26884","title":"Processing Factors, Academic Discourse, and Local and Global Comprehension","year":2013,"lang":"en","type":"article","venue":"Language and Literacy","topic":"Educational Strategies and Epistemologies","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Miscue analysis; Fluency; Comprehension; Meaning (existential); Recall; Reading (process); Reading comprehension; Linguistics; Psychology; Literacy; Cognitive psychology; Mathematics education; Pedagogy; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002941393,0.00009046566,0.00009987706,0.00001446337,0.00008226656,0.0001000107,0.00003178871,0.00007337465,0.0001394464],"category_scores_gemma":[0.000006487233,0.00006437268,0.000009160977,0.00003991681,0.0001353276,0.0002435252,0.00003993335,0.0001040605,0.000008397541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006348278,"about_ca_system_score_gemma":0.000007287279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001062678,"about_ca_topic_score_gemma":0.000007100405,"domain_scores_codex":[0.9995049,0.00002642446,0.0001017766,0.0001767059,0.00004509787,0.0001451058],"domain_scores_gemma":[0.9997573,0.00005495999,0.00003547739,0.0000671267,0.00001843976,0.00006672261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000291917,0.00005273557,0.5168704,0.0001452449,0.00002700037,0.00002633293,0.05276159,4.178793e-7,0.0002892743,0.01014849,0.003047893,0.4166014],"study_design_scores_gemma":[0.0001895289,0.00003685816,0.9598513,0.00004583284,0.000009769267,0.0000714493,0.03565088,0.00004433911,0.000006054144,0.001661396,0.00232339,0.0001092034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978362,0.01894016,0.00008022985,0.0007779358,0.0000894389,0.00008458072,0.000008976813,0.00002647082,0.001630188],"genre_scores_gemma":[0.9987443,0.00007765523,0.0001440754,0.0002934918,0.0000809321,0.000008077646,0.00002195728,0.000004474814,0.0006250293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4429809,"threshold_uncertainty_score":0.2625042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02257906187580761,"score_gpt":0.368805775795819,"score_spread":0.3462267139200114,"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."}}