{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02004842,0.0004080877,0.000470933,0.0010247,0.008021299,0.005966968,0.001600307,0.005358058,0.006381681],"category_scores_gemma":[0.0588116,0.0005251344,0.0006109154,0.001201575,0.007185673,0.006053636,0.004765356,0.009019376,0.0009997998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003129327,"about_ca_system_score_gemma":0.01085969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01333836,"about_ca_topic_score_gemma":0.02192763,"domain_scores_codex":[0.9798111,0.009106473,0.001731996,0.001693276,0.005775875,0.001881286],"domain_scores_gemma":[0.9245757,0.0386661,0.01062926,0.003034465,0.01732068,0.005773904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001213727,0.0003832087,0.2074047,0.00102337,0.0002087437,0.002038593,0.45966,0.0004359411,0.001836555,0.03593047,0.1226138,0.1683432],"study_design_scores_gemma":[0.00002753292,0.0002327648,0.07527778,0.0017549,0.0001187177,0.001628663,0.7258015,0.000298674,0.00126933,0.00730736,0.1861312,0.0001515877],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3862303,0.006725213,0.01199471,0.5460026,0.002317038,0.0002884658,0.0002680226,0.0002604699,0.04591316],"genre_scores_gemma":[0.9122069,0.004954313,0.007404663,0.06614914,0.0003493547,0.0002379321,0.0001085058,0.0000715991,0.008517538],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02004842,"threshold_uncertainty_score":0.1060274,"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."}}