{"id":"W3010139256","doi":"10.4018/978-1-7998-2430-5.ch020","title":"Teachers as Counselors","year":2020,"lang":"en","type":"book-chapter","venue":"Advances in educational marketing, administration, and leadership book series","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Curriculum; Windsor; Demographics; Medical education; Pedagogy; Psychology; 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":[0.0009126259,0.000300078,0.0002861161,0.0007908349,0.005187601,0.00485747,0.0007611053,0.002165276,0.04317804],"category_scores_gemma":[0.004107079,0.0004691019,0.0001839739,0.0005920144,0.001766441,0.00376516,0.002015696,0.003561577,0.01231712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003218933,"about_ca_system_score_gemma":0.007990092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01123692,"about_ca_topic_score_gemma":0.04063843,"domain_scores_codex":[0.9987274,0.0003382596,0.00004201285,0.0001437369,0.0005422983,0.0002062668],"domain_scores_gemma":[0.9988067,0.0001809252,0.0001255414,0.000081914,0.0003352732,0.0004696939],"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":[0.00002447086,0.0001837271,0.002428163,0.000220351,0.000008418038,0.0008325172,0.02102472,0.0001318839,0.001322689,0.08042238,0.617318,0.2760826],"study_design_scores_gemma":[0.000006135873,0.00001372901,0.0009311489,0.0001589347,0.000003499618,0.0006349563,0.005749352,0.0000507044,0.0001758252,0.003658761,0.9886098,0.000007061202],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03053323,0.02011361,0.005461578,0.04685688,0.004314519,0.0003158698,0.0002545477,0.001367498,0.8907824],"genre_scores_gemma":[0.080882,0.007452355,0.004757056,0.01122842,0.0003611589,0.0001254447,0.0001028405,0.0001395204,0.8949512],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04317804,"threshold_uncertainty_score":0.144445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04684601515461485,"score_gpt":0.290760694417683,"score_spread":0.2439146792630681,"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."}}