{"id":"W4391141471","doi":"10.60008/thequest.v2i2.78","title":"Pre-Service Teacher Competence in a Teacher Education Institution","year":2023,"lang":"en","type":"article","venue":"The QUEST Journal of Multidisciplinary Research and Development","topic":"Educational Practices and Challenges","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Nuclear Safety Commission","keywords":"Competence (human resources); Teacher education; Institution; Medical education; Pedagogy; Psychology; Mathematics education; Sociology; Medicine; Social psychology; Social science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.00723531,0.00006198944,0.00009423587,0.0002507094,0.0007884262,0.0000776691,0.0003007535,0.00005015988,0.00003539631],"category_scores_gemma":[0.0003225235,0.00004250526,0.00001318367,0.0005850489,0.0002280196,0.0004003621,0.0001333644,0.0004648235,0.00003857705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002123658,"about_ca_system_score_gemma":0.002763644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005374195,"about_ca_topic_score_gemma":0.002787907,"domain_scores_codex":[0.9981374,0.0005399443,0.0002688302,0.0001137668,0.0006773664,0.0002626544],"domain_scores_gemma":[0.9989048,0.0003189048,0.0001165273,0.00008536562,0.000444458,0.0001299966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0005919109,0.00239632,0.2203388,0.0001350134,0.00005884695,0.00003492803,0.5911022,0.0001633691,0.0002621097,0.01449524,0.007244876,0.1631764],"study_design_scores_gemma":[0.0002440057,0.00009147863,0.7398325,0.000200145,0.000002765323,0.00001388254,0.1954646,0.00009559809,0.00002216155,0.006168258,0.05777197,0.00009263876],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9569021,0.001347294,0.00001165446,0.03660125,0.0002337408,0.0001934982,2.380242e-7,0.000009327248,0.004700873],"genre_scores_gemma":[0.9930985,0.002620978,0.0009900647,0.00002815542,0.0003302226,0.00002574355,0.00000237969,0.000005176487,0.002898753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5194936,"threshold_uncertainty_score":0.6064016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1832199131534296,"score_gpt":0.4819491418005141,"score_spread":0.2987292286470845,"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."}}