{"id":"W3135430888","doi":"10.29173/iasl7455","title":"School Librarian Leadership: Research and Practice","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Gender and Technology in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Educational leadership; Certification; Leadership studies; Teacher leadership; Pedagogy; State (computer science); Sociology; Political science; Medical education; Leadership style; Public relations; Library science; Medicine; Computer 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001561173,0.0000857687,0.0001036368,0.0001314112,0.0007304168,0.0005630234,0.0002704137,0.0002294291,0.0003587879],"category_scores_gemma":[0.00867244,0.00009254377,0.00001601408,0.0007197991,0.0007162745,0.001460291,0.0001295985,0.0005464295,0.0001184575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005465931,"about_ca_system_score_gemma":0.001070137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002946225,"about_ca_topic_score_gemma":0.0001011868,"domain_scores_codex":[0.99848,0.00009654163,0.0001316656,0.0003715296,0.0004477007,0.0004726089],"domain_scores_gemma":[0.9969207,0.0002829135,0.0000516847,0.00008886326,0.002440562,0.0002152425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003016187,0.0001686292,0.01410096,0.00004350832,0.00002471354,0.00001141418,0.6111518,9.977255e-9,0.0005305064,0.3378774,0.02625293,0.009807992],"study_design_scores_gemma":[0.00009547734,0.00005528618,0.00335901,0.00002716328,0.000007650326,0.00002493146,0.8485029,0.000001601828,0.0007414414,0.04533548,0.1017451,0.0001038691],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.480318,0.000813711,0.00004589597,0.204683,0.0002894677,0.000266495,0.000004572052,0.0002648064,0.3133141],"genre_scores_gemma":[0.9856592,0.0002871559,0.001421358,0.0006299748,0.000248239,0.00003031277,0.000002646716,0.00000830102,0.01171277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5053413,"threshold_uncertainty_score":0.999678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2930068865433317,"score_gpt":0.4325685254543424,"score_spread":0.1395616389110108,"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."}}