{"id":"W2411649768","doi":"","title":"Research on the Teaching Strategies of College English Writing Under the Guidance of Schema Theory","year":2016,"lang":"en","type":"article","venue":"Cross-cultural communication","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Writ; Schema (genetic algorithms); Mathematics education; Computer science; English language; College English; Psychology; Pedagogy; Linguistics; Political science","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":[0.00469224,0.00009816185,0.0001294253,0.00004036844,0.0007170732,0.0001011865,0.0009141488,0.00009340744,0.0002238974],"category_scores_gemma":[0.0007914092,0.00004176668,0.00007702497,0.0001986723,0.001372054,0.0003256103,0.0001550694,0.0004512927,0.00002693415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004006384,"about_ca_system_score_gemma":0.00003109468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001031207,"about_ca_topic_score_gemma":0.00003306453,"domain_scores_codex":[0.9968709,0.002149065,0.0003415869,0.0001543632,0.0002819642,0.000202095],"domain_scores_gemma":[0.994292,0.003387543,0.0002253593,0.00114273,0.0009343905,0.00001798402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009122254,0.00006287188,0.0001491629,0.00001070753,0.00003939513,1.680923e-7,0.007854004,0.000001761009,0.02009955,0.9665077,0.0006148621,0.004568601],"study_design_scores_gemma":[0.001097924,0.0001955402,0.06255133,0.0005913769,0.00003459068,0.000006348891,0.7591722,0.000007002802,0.04241183,0.1299591,0.003773082,0.0001996974],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8196931,0.0008640049,0.0000531482,0.0009901846,0.00006458817,0.0002180477,0.00002536097,0.00002915072,0.1780624],"genre_scores_gemma":[0.9982353,0.00006182943,0.00007400872,0.00008991986,0.00008420687,0.00007251392,0.00001106597,0.00001146394,0.001359637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8365486,"threshold_uncertainty_score":0.551522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08359907216712716,"score_gpt":0.4324401218381498,"score_spread":0.3488410496710226,"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."}}