{"id":"W338028855","doi":"10.29173/slw6843","title":"Teacher-librarians leading change: Some stories from the margins","year":2007,"lang":"en","type":"article","venue":"School Libraries Worldwide","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of the Western Cape","keywords":"Disadvantaged; Literacy; Cape; Reading (process); Pedagogy; Sociology; Library science; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication","insufficient_payload"],"category_scores_codex":[0.001238549,0.0002191803,0.0002190763,0.0001561859,0.001985294,0.002053069,0.001329142,0.0001349854,0.003615483],"category_scores_gemma":[0.0008144255,0.0001631205,0.0001183115,0.001190292,0.0007375374,0.05461219,0.000221901,0.0004668196,0.0009940971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007898006,"about_ca_system_score_gemma":0.0005036986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002152953,"about_ca_topic_score_gemma":0.0004340447,"domain_scores_codex":[0.9974595,0.0002099213,0.000475243,0.0003134937,0.0007207498,0.0008210833],"domain_scores_gemma":[0.9978975,0.000939376,0.000204949,0.0004910551,0.00004364601,0.000423468],"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":[0.00004410334,0.00002613985,0.1215084,0.000004360729,0.00002449909,0.000007816677,0.07625113,0.000001655527,0.00002069308,0.6306911,0.159152,0.01226811],"study_design_scores_gemma":[0.0001545576,0.00001411365,0.0904703,0.00003091397,0.000007643497,3.97805e-7,0.02893683,0.00001107779,0.0001732819,0.02165824,0.8583155,0.0002271004],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2186112,0.005472191,0.001087778,0.2501469,0.007185711,0.001603098,0.0001581384,0.001664539,0.5140705],"genre_scores_gemma":[0.7818099,0.0003481965,0.00425921,0.1023318,0.01663583,0.00007973883,0.000200104,0.00006709994,0.09426805],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6991635,"threshold_uncertainty_score":0.9997838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03893991662961724,"score_gpt":0.2968649390624427,"score_spread":0.2579250224328254,"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."}}