{"id":"W4214611562","doi":"10.4018/978-1-7998-8963-2.ch033","title":"Teachers as Counselors","year":2021,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Curriculum; Windsor; Demographics; Medical education; Pedagogy; Psychology; Mathematics education; Sociology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008429656,0.0002988851,0.0002789382,0.0008824874,0.005448345,0.005314826,0.000779914,0.002335961,0.0385883],"category_scores_gemma":[0.003243077,0.0005142883,0.0001935918,0.0006581522,0.002061371,0.003998764,0.001954297,0.003692576,0.01212493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003449822,"about_ca_system_score_gemma":0.007021267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01211748,"about_ca_topic_score_gemma":0.04268579,"domain_scores_codex":[0.9988451,0.0003304241,0.00003823576,0.0001354694,0.0004597571,0.0001909931],"domain_scores_gemma":[0.9991069,0.0001655051,0.00009622345,0.0000666788,0.0002279275,0.0003367106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002421547,0.0001760114,0.002158167,0.0002547849,0.000008738171,0.0009447978,0.02990706,0.0001577443,0.001384152,0.1518095,0.5442978,0.268877],"study_design_scores_gemma":[0.000005246064,0.00001218759,0.0006887701,0.0001548464,0.000003375882,0.0005943844,0.005394765,0.00004714484,0.0001624992,0.004480782,0.9884496,0.000006506176],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02265685,0.01635857,0.005169797,0.03428011,0.002967644,0.0002574082,0.0002139305,0.0009756742,0.91712],"genre_scores_gemma":[0.07610048,0.007871005,0.00468856,0.00831977,0.0003111587,0.0001169993,0.00008825515,0.0001249795,0.9023787],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0385883,"threshold_uncertainty_score":0.1290908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02683153351419865,"score_gpt":0.2662243338980654,"score_spread":0.2393928003838667,"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."}}