{"id":"W4234781495","doi":"10.29173/slw8225","title":"Riding the NxtWave to Library Leadership: Two Participants Reflect on their Experiences","year":2021,"lang":"en","type":"article","venue":"School Libraries Worldwide","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Psychology; Pedagogy; Medicine","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":[],"category_scores_codex":[0.0005693012,0.0002190509,0.0002333087,0.0001351986,0.001560636,0.001849732,0.0008886661,0.00005629373,0.00352474],"category_scores_gemma":[0.001128408,0.0001604438,0.0001252253,0.001464558,0.0002988575,0.001617957,0.0004684547,0.0003260559,0.0006805619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004656792,"about_ca_system_score_gemma":0.000394275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004149397,"about_ca_topic_score_gemma":0.0005098116,"domain_scores_codex":[0.9973291,0.0005375181,0.0002924661,0.0004958618,0.000437844,0.0009072571],"domain_scores_gemma":[0.9983576,0.0006587463,0.00007687605,0.0005016149,0.00003398287,0.0003711884],"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":[0.0001798345,0.0001261211,0.034795,0.00003501424,0.0001465245,0.0001154552,0.2880159,0.00008680979,0.0004129451,0.4694059,0.1861228,0.02055775],"study_design_scores_gemma":[0.0002585562,0.00004226643,0.00322719,0.000182594,0.00002142195,5.102856e-7,0.3515137,0.00004456213,0.01619163,0.01329474,0.6148133,0.0004094243],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2651187,0.001744555,0.00006531167,0.05180114,0.001520554,0.0004657459,0.000004563904,0.0005416856,0.6787378],"genre_scores_gemma":[0.8981919,0.00004847383,0.0004287142,0.007184786,0.001108817,0.0001370079,0.000006856583,0.00003203353,0.09286142],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6330732,"threshold_uncertainty_score":0.9997392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1462373704392614,"score_gpt":0.3366487630615054,"score_spread":0.190411392622244,"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."}}