{"id":"W7105878964","doi":"10.1108/978-1-64802-870-020251032","title":"Linking the Field-Based Mentor Teacher to University Coursework","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Crandall University","funders":"","keywords":"Coursework; Task (project management); Action research; Focus group; Teacher education; Quality (philosophy); Data collection; Task analysis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008870059,0.0001250725,0.0001384773,0.00007658057,0.002299469,0.00005655261,0.0004787086,0.0001544486,0.02057506],"category_scores_gemma":[0.00007762455,0.00009957331,0.00009072155,0.00009990779,0.00007297374,0.00004619362,0.0002458352,0.0005454064,0.00007266891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00072102,"about_ca_system_score_gemma":0.0004577527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002581015,"about_ca_topic_score_gemma":0.005969731,"domain_scores_codex":[0.9988624,0.0001603765,0.0000855181,0.0002244856,0.0005009788,0.0001662366],"domain_scores_gemma":[0.9992049,0.0003406157,0.00007435281,0.0002231521,0.00007265577,0.00008432428],"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":[0.0000428392,0.00001720575,0.000093184,0.00000252596,0.00002315613,0.00000965251,0.01021387,0.00002698061,0.00000200101,0.8144127,0.1649034,0.01025258],"study_design_scores_gemma":[0.00005996427,0.00005893263,0.000009880771,0.00003204046,0.00002334416,2.91304e-8,0.002599913,0.00001140407,0.000001389268,0.00153232,0.9955254,0.0001454336],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00008774434,0.00005506396,0.0003118207,0.03209105,0.0004454734,0.000298096,0.000008705751,0.0001051211,0.9665969],"genre_scores_gemma":[0.008832893,0.00003572756,0.0001711307,0.003151857,0.0004107567,0.000001432974,0.000009892311,0.00001341221,0.9873729],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.830622,"threshold_uncertainty_score":0.9989994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02181033068336305,"score_gpt":0.2973027575319258,"score_spread":0.2754924268485628,"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."}}