{"id":"W2056529119","doi":"10.5430/wjel.v1n2p2","title":"NLP and its Relationship with Teacher Success, Gender, Teaching Experience, and Degree: A Comparative Study","year":2011,"lang":"en","type":"article","venue":"World Journal of English Language","topic":"Neuroscience, Education and Cognitive Function","field":"Neuroscience","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Degree (music); Context (archaeology); Computer science; Mathematics education; Association (psychology); Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001478787,0.0001642205,0.0004701389,0.001350417,0.0009286281,0.000889342,0.0003192529,0.0003109325,0.003191055],"category_scores_gemma":[0.007559244,0.0002246172,0.0002583239,0.001122765,0.0007998153,0.000861434,0.0007832312,0.0005353793,0.0003326918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005045001,"about_ca_system_score_gemma":0.000575328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00389852,"about_ca_topic_score_gemma":0.006859216,"domain_scores_codex":[0.9991381,0.0003007979,0.000067304,0.0001185465,0.0001773498,0.0001978623],"domain_scores_gemma":[0.9928352,0.003631787,0.001348449,0.0002316889,0.000667466,0.001285319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002539386,0.0007050875,0.9649149,0.0000339803,0.00002994856,0.0007220983,0.02382283,0.00002713195,0.0005162824,0.0001713831,0.0001073373,0.008695197],"study_design_scores_gemma":[0.00000923965,0.0006442419,0.9674199,0.00001710188,0.00001894537,0.0007390072,0.03022936,0.00008608487,0.0001796142,0.00006721057,0.0005788851,0.00001042703],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997018,0.00003999476,0.00001917806,0.00001067883,0.000001124712,0.000002027037,0.00001057524,4.267102e-7,0.000214107],"genre_scores_gemma":[0.9997396,0.00003751294,0.00002229042,0.000004824547,0.000002930531,0.000004522846,0.00001377807,7.162874e-7,0.0001737044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00389852,"threshold_uncertainty_score":0.01067513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.117878869118988,"score_gpt":0.3304311253673053,"score_spread":0.2125522562483173,"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."}}