{"id":"W4396955549","doi":"10.5539/hes.v14n2p170","title":"Factors Influencing Pre-Service Technical Teachers&amp;#39; Academic Performance: Cross-Sectional Study","year":2024,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cross-sectional study; Academic achievement; Higher education; Psychology; Medical education; Mathematics education; Medicine; 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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0008834674,0.000292512,0.000311947,0.0003804963,0.001515934,0.0001966942,0.0004567873,0.0002934986,0.0002446136],"category_scores_gemma":[0.0002497114,0.0002557395,0.00008278331,0.001627559,0.0006292659,0.0007223845,0.0002217576,0.0008170425,0.0003245567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001971046,"about_ca_system_score_gemma":0.00148043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008034969,"about_ca_topic_score_gemma":0.000668845,"domain_scores_codex":[0.9974956,0.0001149007,0.0005754282,0.0006547106,0.0006845496,0.0004748336],"domain_scores_gemma":[0.9983236,0.0003751592,0.0001463956,0.0003290532,0.0007223562,0.0001035054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005532416,0.0001704376,0.8730876,0.00007171548,0.0001896752,1.433764e-7,0.1155443,0.00001952488,0.0001918442,0.00398721,0.006090056,0.0006420083],"study_design_scores_gemma":[0.00007983491,0.00003108633,0.7941049,0.00007522236,0.00004580401,7.562518e-7,0.07156123,1.142403e-7,0.00003704234,0.0009497612,0.1328937,0.0002205522],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9766839,0.00867404,0.000008108651,0.002510094,0.007396138,0.0006002237,0.000004711418,0.002098719,0.002024026],"genre_scores_gemma":[0.9738404,0.0005810938,0.0001826573,0.0002706678,0.001047063,0.0006990028,0.000007432277,0.00003171972,0.02334001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1268037,"threshold_uncertainty_score":0.9999895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1579242675407557,"score_gpt":0.4879974953772829,"score_spread":0.3300732278365272,"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."}}