{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00071054,0.0002860869,0.000265851,0.000120888,0.0005673982,0.0001508524,0.0002329242,0.0002559825,0.002660575],"category_scores_gemma":[0.0006811983,0.0003497925,0.00006964827,0.00006951422,0.000982845,0.001325808,0.00002652426,0.0003392318,0.00006955905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002033598,"about_ca_system_score_gemma":0.002393065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004502636,"about_ca_topic_score_gemma":0.004385727,"domain_scores_codex":[0.9981981,0.0001211857,0.0003459175,0.0004925338,0.0005632105,0.0002790891],"domain_scores_gemma":[0.9986855,0.0005676118,0.0002601432,0.0001159917,0.0001599926,0.0002107272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000375691,0.00003581214,0.01165339,0.0002096532,0.00003508167,0.00001540779,0.04375021,8.364654e-7,6.147501e-7,0.9173648,0.02410452,0.002453987],"study_design_scores_gemma":[0.0001278657,0.00004598467,0.002458791,0.0001689402,0.00002477367,0.000005817849,0.02555224,1.13472e-7,0.00000185044,0.02868027,0.942549,0.0003843816],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002148692,0.01585157,0.000003148683,0.02704285,0.000642562,0.000318541,0.00002153719,0.00005848248,0.9558464],"genre_scores_gemma":[0.02245775,0.02167187,0.0003983696,0.001890246,0.0009815342,0.00002533688,0.0002393335,0.00002995641,0.9523056],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9184445,"threshold_uncertainty_score":0.9998954,"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."}}