{"id":"W4224284779","doi":"10.29173/slw8454","title":"“Single Threads Woven Together in a Tapestry”","year":2022,"lang":"en","type":"article","venue":"School Libraries Worldwide","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Disposition; Teacher leadership; Psychology; Pedagogy; Qualitative research; Educational leadership; Mathematics education; Instructional leadership; Service (business); Sociology; Social psychology; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01082022,0.0005641952,0.0006631804,0.001895413,0.01086779,0.008466165,0.001693318,0.001791961,0.004738383],"category_scores_gemma":[0.02731361,0.0007542896,0.0005590242,0.001791029,0.01395065,0.01077267,0.008523158,0.003978899,0.001133672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002985163,"about_ca_system_score_gemma":0.003734203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002736099,"about_ca_topic_score_gemma":0.004522367,"domain_scores_codex":[0.9836009,0.01263123,0.0003660896,0.0009501186,0.001410224,0.0010414],"domain_scores_gemma":[0.981393,0.01029714,0.002021529,0.002195266,0.001745634,0.002347456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005643964,0.00004849462,0.003902068,0.0001312669,0.000007390453,0.0005960342,0.9697663,0.00007364965,0.001154139,0.01111807,0.001624318,0.01152188],"study_design_scores_gemma":[0.000008602773,0.00005870021,0.001371298,0.0001689517,0.000007062021,0.0004050351,0.9585696,0.0002039454,0.0005006219,0.004760961,0.03392195,0.0000232412],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8888834,0.0008335037,0.04922996,0.007417073,0.0005030279,0.0007861866,0.000230245,0.0002209401,0.05189568],"genre_scores_gemma":[0.9808013,0.0002837972,0.006683601,0.0007179476,0.00005684573,0.0003196799,0.00008542796,0.000128407,0.01092312],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01086779,"threshold_uncertainty_score":0.0572235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01913771422915735,"score_gpt":0.2596352863186567,"score_spread":0.2404975720894994,"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."}}