{"id":"W2501012613","doi":"10.4018/978-1-5225-0483-2.ch013","title":"Mentoring Teacher Assistants to Use Online Tools","year":2016,"lang":"en","type":"book-chapter","venue":"Advances in higher education and professional development book series","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Trainer; Reflection (computer programming); Psychology; Interpretation (philosophy); Pedagogy; Action research; Action (physics); Mathematics education; Medical education; Computer science; Medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003999568,0.0002716073,0.00026522,0.0002043743,0.0007060745,0.0001056338,0.0001749452,0.0002085627,0.002264554],"category_scores_gemma":[0.0001011853,0.0002185466,0.00002466239,0.00007772943,0.0001443053,0.002109762,0.000175234,0.000263134,0.00004313563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000807084,"about_ca_system_score_gemma":0.001610932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000199745,"about_ca_topic_score_gemma":0.0009311704,"domain_scores_codex":[0.998293,0.000112913,0.0004005106,0.0004186564,0.0004963053,0.0002786508],"domain_scores_gemma":[0.9991076,0.0001788715,0.0001932982,0.0001399271,0.0001925183,0.0001877966],"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":[0.0001410778,0.0001817676,0.005503775,0.00006251126,0.00002347825,0.000002403941,0.01895598,3.197339e-7,0.00003296992,0.7219322,0.007727399,0.2454361],"study_design_scores_gemma":[0.000109948,0.00001890721,0.02147093,0.001565192,0.000004834574,2.92743e-7,0.0007708963,1.355667e-8,0.000009535443,0.006270405,0.9694402,0.0003388913],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003155979,0.009270892,0.000005752671,0.01031459,0.008832881,0.000773135,0.00004579799,0.00009920522,0.9675018],"genre_scores_gemma":[0.00265156,0.005117635,0.002313223,0.0009975184,0.0004718037,0.00008944343,0.00006813464,0.00002894103,0.9882618],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9617128,"threshold_uncertainty_score":0.9986475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05930766827314105,"score_gpt":0.3800977945785532,"score_spread":0.3207901263054122,"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."}}