{"id":"W2492255273","doi":"10.5539/ies.v9n8p134","title":"Exploring the Relationship between Writing Apprehension and Writing Performance: A Qualitative Study","year":2016,"lang":"en","type":"article","venue":"International Education Studies","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Apprehension; Psychology; Mathematics education; Qualitative research; Thematic analysis; Academic writing; Cornerstone; Pedagogy; Sociology","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":[0.00201214,0.0000861825,0.0001014579,0.0001039669,0.001151376,0.00009754272,0.0001577497,0.00001876619,0.00002056686],"category_scores_gemma":[0.004299165,0.00005528031,0.00002242953,0.0001802712,0.000268436,0.0005397961,0.00007949202,0.0001015691,0.0000345378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002088106,"about_ca_system_score_gemma":0.0001860618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006605239,"about_ca_topic_score_gemma":0.00003574943,"domain_scores_codex":[0.9985163,0.0003516501,0.0003122753,0.0002011647,0.0004660205,0.0001525614],"domain_scores_gemma":[0.9944369,0.004379641,0.00009287355,0.00008733477,0.0009474024,0.00005587136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000002896733,0.00005836243,0.5456499,0.000006923771,0.00004680829,7.042321e-8,0.3613359,7.263401e-8,0.000002718681,0.04589069,0.0002495051,0.04675609],"study_design_scores_gemma":[0.00008547489,0.0000107767,0.4804082,0.0001313628,0.000009759154,3.280653e-7,0.5072982,2.081645e-7,0.00000457943,0.00866748,0.003321487,0.0000622161],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9625924,0.0001802404,0.00009175576,0.03299886,0.001587263,0.0001988664,0.000001493812,0.00004928563,0.002299835],"genre_scores_gemma":[0.9965218,0.0002749047,0.0006003397,0.000271561,0.0006491899,0.0002629948,0.000002189896,0.000006819329,0.001410147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1459623,"threshold_uncertainty_score":0.8855572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4900312839580494,"score_gpt":0.5224597693889614,"score_spread":0.03242848543091204,"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."}}