{"id":"W210104202","doi":"","title":"Counsellor Educators' Perceptions of Their Doctoral Coursework in Research Methods.","year":2004,"lang":"en","type":"article","venue":"Guidance & counselling","topic":"Counseling Practices and Supervision","field":"Psychology","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Coursework; Psychology; Perception; Pedagogy; Graduate students; Mathematics education; Medical education","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007418099,0.0002673087,0.0004676253,0.0004489362,0.0002794031,0.00008030123,0.0005907843,0.0002817245,0.001104895],"category_scores_gemma":[0.0001152538,0.000252417,0.0001601887,0.001306293,0.0003113853,0.0002707367,0.00002105864,0.001063323,0.0003004391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001386873,"about_ca_system_score_gemma":0.0003039664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001884784,"about_ca_topic_score_gemma":0.0004733032,"domain_scores_codex":[0.9961768,0.0008661905,0.0008210069,0.0006858581,0.0006215665,0.0008286079],"domain_scores_gemma":[0.9968266,0.001316269,0.000190276,0.0009172515,0.000604864,0.0001447369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001838518,0.005609422,0.02461575,0.0003860048,0.0003572635,0.0001927372,0.4739351,0.01268682,0.04049293,0.08459847,0.01214966,0.3431373],"study_design_scores_gemma":[0.005800544,0.001227127,0.01621805,0.002485519,0.0001363878,0.0001937038,0.09375425,0.001936912,0.003568314,0.107722,0.7648941,0.002063083],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.931282,0.03282752,0.02948117,0.0008970684,0.001970255,0.0004602277,0.00001801527,0.00008299855,0.002980773],"genre_scores_gemma":[0.9722438,0.009864467,0.01652283,0.0001904044,0.0004394088,0.00008296985,0.00001158326,0.00006266653,0.0005818649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7527444,"threshold_uncertainty_score":0.9999928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1718424871677138,"score_gpt":0.5034530258776602,"score_spread":0.3316105387099464,"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."}}