{"id":"W2591976550","doi":"10.1002/bul2.2017.1720430319","title":"Outstanding Information Science Teacher Award: Teaching, Writing and Reflective Practice","year":2017,"lang":"en","type":"article","venue":"Bulletin of the Association for Information Science and Technology","topic":"Web and Library Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"First Nations University of Canada; University of British Columbia","funders":"","keywords":"Reading (process); Graduate students; Reflective writing; Pedagogy; Mathematics education; Sociology; Psychology; Computer science; Library science; Political science","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":["metaresearch","sts","scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.005426312,0.00008273836,0.0001141385,0.0005062469,0.002907989,0.001444661,0.001626389,0.00009127786,9.219048e-7],"category_scores_gemma":[0.01039145,0.00006397635,0.00001982759,0.0005454264,0.0005910558,0.01528218,0.0009485296,0.0001834911,0.00000705184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001552272,"about_ca_system_score_gemma":0.0002266633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006585191,"about_ca_topic_score_gemma":0.000002091133,"domain_scores_codex":[0.9985755,0.00002440299,0.0003292484,0.0001529887,0.0006592245,0.0002586282],"domain_scores_gemma":[0.9969853,0.000153733,0.001334904,0.0004457061,0.001039317,0.00004106987],"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":[0.000008748817,0.00001418439,0.01800358,0.00003106302,0.00001050963,3.697181e-8,0.00383571,0.000006194694,0.0003611557,0.9103245,0.001599555,0.06580482],"study_design_scores_gemma":[0.0009458421,0.0001611156,0.06813906,0.00007977061,0.00002061857,0.00002451268,0.005246937,0.009679218,0.006263812,0.01065136,0.8985121,0.0002757142],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2736761,0.0000906704,0.02055732,0.3866303,0.001631361,0.001820985,0.00002574737,0.0005157494,0.3150518],"genre_scores_gemma":[0.9849702,0.00001839984,0.01402402,0.0008475301,0.0000156361,0.00001685469,6.769495e-7,0.00000157552,0.0001051029],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8996731,"threshold_uncertainty_score":0.9995919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009136648224515338,"score_gpt":0.2763923531185198,"score_spread":0.2672557048940045,"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."}}