{"id":"W2315658584","doi":"10.5539/jel.v5n2p285","title":"Using Simulated Parent-Teacher Talks to Assess and Improve Prospective Teachers’ Counseling Competence","year":2016,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Parental Involvement in Education","field":"Social Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Deutsche Forschungsgemeinschaft","keywords":"Competence (human resources); Psychology; Professionalization; Medical education; Medicine; Social psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00394983,0.0007909363,0.0006089217,0.0005624257,0.0006179081,0.0008072632,0.0007889637,0.000709135,0.002385386],"category_scores_gemma":[0.01126761,0.0006057491,0.0004811374,0.0002211991,0.0005486797,0.0005424602,0.001353375,0.001274047,0.0006588582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004304311,"about_ca_system_score_gemma":0.001381018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008394619,"about_ca_topic_score_gemma":0.001600267,"domain_scores_codex":[0.9968289,0.002195219,0.0001859563,0.0003138359,0.0003081058,0.0001679213],"domain_scores_gemma":[0.9928362,0.004012323,0.001149621,0.0007670469,0.0002994005,0.0009353647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.008779323,0.08963778,0.3085199,0.001100261,0.0003367768,0.001293961,0.04986159,0.01791026,0.05733613,0.0009662837,0.0026441,0.4616136],"study_design_scores_gemma":[0.002876401,0.1224714,0.7029576,0.0007805626,0.0004987699,0.002390445,0.02045833,0.02942671,0.1038231,0.002025548,0.01182185,0.0004693577],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958808,0.00004539542,0.003100198,0.0000445997,0.0000121848,0.0002423312,0.00003257191,0.00009927712,0.0005425711],"genre_scores_gemma":[0.9871723,0.0001590551,0.01100779,0.00002596647,0.000008473703,0.0006735063,0.0001007101,0.00001231283,0.0008398937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00394983,"threshold_uncertainty_score":0.02088898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08535381079879412,"score_gpt":0.4076560630592834,"score_spread":0.3223022522604893,"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."}}