{"id":"W4388983529","doi":"10.23977/aetp.2023.071519","title":"A Study on the \"Trinity\" Educational Study Model of Teacher Education Students' Main Participation under the Background of Professional Certification","year":2023,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Educational Reforms and Innovations","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Changshu Institute of Technology; Government of Jiangsu Province","keywords":"Internship; Certification; Curriculum; Ideology; Pedagogy; Construct (python library); Mathematics education; Teacher education; Psychology; Sociology; Medical education; Politics; Political science; Medicine; Computer 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":[],"consensus_categories":[],"category_scores_codex":[0.0009578106,0.0001261841,0.0001390734,0.0003478019,0.0002338395,0.000007930532,0.0004583627,0.00009007938,0.0003210398],"category_scores_gemma":[0.0001374076,0.00008091726,0.00002195915,0.001795979,0.0005436999,0.0002016293,0.0001048223,0.000275997,0.00004735634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008586483,"about_ca_system_score_gemma":0.0001850695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002890646,"about_ca_topic_score_gemma":0.0001863749,"domain_scores_codex":[0.9984668,0.0001649645,0.0005048397,0.0003394604,0.000352835,0.0001711262],"domain_scores_gemma":[0.9987026,0.0004960485,0.0002780056,0.0004297833,0.00007044263,0.00002308046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000299366,0.008401513,0.6673318,0.000003735797,0.00001630048,3.206856e-8,0.001450691,0.0009284593,0.0003519536,0.3188082,0.001127849,0.001549605],"study_design_scores_gemma":[0.0001940813,0.0001502959,0.7725542,0.000009419311,0.00001012513,0.000001484887,0.02267497,0.00006093708,0.00002121243,0.2040415,0.00021918,0.00006266408],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9617579,0.00006550761,0.00004109938,0.03451582,0.0004094126,0.0008640529,0.000007107332,0.00001142429,0.002327693],"genre_scores_gemma":[0.9965775,0.00004563047,0.0001271887,0.0004246699,0.00004139528,0.001366534,0.00003156429,0.0000090905,0.00137641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1147667,"threshold_uncertainty_score":0.351516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07315179587013339,"score_gpt":0.451586406319228,"score_spread":0.3784346104490946,"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."}}