{"id":"W4309387989","doi":"10.22230/ijepl.2022v18n2a1243","title":"School Counselors and Administrators Agree: Time and Testing are Barriers","year":2022,"lang":"en","type":"article","venue":"International Journal of Education Policy and Leadership","topic":"Counseling Practices and Supervision","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Psychology; School psychology; Certification; Medical education; Perception; Pedagogy; Qualitative research; Sociology; Medicine; Political science; Psychiatry","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":[0.0006035605,0.0000871311,0.0001092255,0.0002969128,0.0001830097,0.0001152219,0.000144352,0.00003862801,0.0008817135],"category_scores_gemma":[0.001027773,0.00008677474,0.00002630606,0.0001244224,0.00007346202,0.0002301387,0.00002796814,0.0003253442,0.000006373442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005489102,"about_ca_system_score_gemma":0.000483315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001806499,"about_ca_topic_score_gemma":0.000005695745,"domain_scores_codex":[0.9990405,0.0001498387,0.0002737403,0.00013604,0.0002804272,0.0001194916],"domain_scores_gemma":[0.9987279,0.0004369275,0.0003297396,0.00006477037,0.0002287981,0.0002118468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002352717,0.001031591,0.2658833,0.0001222161,0.00116943,0.0002357187,0.1055335,0.0001084682,0.00207702,0.01338645,0.09594633,0.5121533],"study_design_scores_gemma":[0.002766344,0.001140442,0.1869839,0.000295965,0.000158408,0.01027286,0.2067878,0.0003480045,0.00003831211,0.004909437,0.5856926,0.0006059281],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9625498,0.005572613,0.000007382841,0.02916541,0.001073834,0.0000569281,0.00001700506,0.000007804731,0.001549236],"genre_scores_gemma":[0.9928353,0.0001586203,0.0001349028,0.0039601,0.000823871,0.000004407939,0.000003617396,0.000009837583,0.002069358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5115473,"threshold_uncertainty_score":0.9654144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1072315983804711,"score_gpt":0.3796890372482584,"score_spread":0.2724574388677874,"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."}}