{"id":"W3205021721","doi":"10.5539/jel.v10n6p38","title":"Emotional, Attitude and Classroom Action Research Competency Conduction of Undergraduate Students Through STEM Education","year":2021,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Educational Methods and Outcomes","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Mathematics education; Simple random sample; Action research; Test (biology); Medical education; Medicine; Population","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":[0.002329843,0.00006048442,0.0001517865,0.0001674562,0.0006196828,0.0001245545,0.00008463382,0.00006356699,0.0000729827],"category_scores_gemma":[0.0009510312,0.00005865012,0.00004210225,0.0003403101,0.0001633761,0.0004845317,0.00002465585,0.0004229226,0.000002043233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001436377,"about_ca_system_score_gemma":0.002513767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000261301,"about_ca_topic_score_gemma":0.00008064332,"domain_scores_codex":[0.9974712,0.001376095,0.0003287498,0.0001244121,0.0005826239,0.0001168789],"domain_scores_gemma":[0.9974766,0.0005397055,0.0003756915,0.00005927043,0.001450788,0.00009794952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000342428,0.001427246,0.5940975,0.0001964153,0.0001181985,8.471241e-7,0.04544619,0.00005113682,0.003410069,0.171351,0.003013974,0.1808532],"study_design_scores_gemma":[0.0003045359,0.0001325277,0.5329008,0.0003868488,0.0000482784,0.00006880481,0.3220463,0.000005524007,0.0003444524,0.03309693,0.1105465,0.0001184972],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764084,0.002624015,0.000367328,0.01598818,0.001838332,0.00007908225,2.651279e-7,0.000004820166,0.002689598],"genre_scores_gemma":[0.9798616,0.003449838,0.009177341,0.0001210449,0.000636045,0.000002652129,0.000003917536,0.000006779843,0.006740794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2766002,"threshold_uncertainty_score":0.4766161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2279172759639044,"score_gpt":0.5447485180075853,"score_spread":0.3168312420436808,"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."}}