{"id":"W4281787281","doi":"10.21203/rs.3.rs-1703655/v1","title":"Writing Self-Efficacy in Post-Secondary Students: A Systematic Review","year":2022,"lang":"en","type":"review","venue":"Research Square","topic":"Writing and Handwriting Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; Red River College","funders":"","keywords":"Psychology; Medical education; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03009554,0.000308276,0.002059596,0.0009039866,0.001499646,0.000514415,0.001689736,0.0002492412,0.001578049],"category_scores_gemma":[0.01425898,0.0002903136,0.0004902004,0.002855021,0.0001399196,0.0001914847,0.0004526647,0.002498787,0.0003529921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001991648,"about_ca_system_score_gemma":0.00459603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001202904,"about_ca_topic_score_gemma":0.0003586671,"domain_scores_codex":[0.9812917,0.01240605,0.001361972,0.0006918751,0.003162144,0.001086297],"domain_scores_gemma":[0.9919667,0.006227968,0.0004238014,0.0006844484,0.0004395425,0.0002575665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[5.238838e-7,0.0004875138,0.000006427842,0.9064605,0.00005471549,0.00004023857,0.003056211,1.109894e-8,3.342869e-9,0.0006189282,0.001047546,0.08822739],"study_design_scores_gemma":[0.00006851317,0.00003571665,0.000008233748,0.4864342,0.0001542968,0.000006715677,0.008589549,8.028363e-8,1.996469e-9,0.000009572249,0.5045201,0.0001730729],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001683264,0.9767419,6.513424e-8,0.0003736615,0.0001599266,0.006830519,0.00004235377,0.0001728083,0.01566198],"genre_scores_gemma":[0.00003753293,0.9946869,0.00002467163,0.0001076454,0.0004577572,0.003038109,0.0001966343,0.00006943296,0.001381304],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5034726,"threshold_uncertainty_score":0.9999549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1517622325695934,"score_gpt":0.5373961880445993,"score_spread":0.385633955475006,"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."}}