{"id":"W300592153","doi":"","title":"Growing Our Own: PNLA Leads Library Leadership Institute","year":2010,"lang":"en","type":"article","venue":"Digital Commons @ Butler University (Butler University)","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Public relations; Management; Business; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.000155703,0.0002521068,0.0002356847,0.0005544184,0.001616879,0.00060697,0.001491005,0.0002839426,0.0003158784],"category_scores_gemma":[0.00006392184,0.0003092768,0.0002225673,0.001697189,0.0008405874,0.02139976,0.000380467,0.0006086169,0.0003301533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001085057,"about_ca_system_score_gemma":0.0008134966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003287694,"about_ca_topic_score_gemma":0.001526302,"domain_scores_codex":[0.9980732,0.0001271651,0.000145117,0.0005212082,0.0004676828,0.0006656714],"domain_scores_gemma":[0.9987584,0.00009126227,0.0001219435,0.0004173486,0.00007720828,0.0005338662],"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":[0.0001943374,0.0003945107,0.1358853,0.00002882102,0.00009075974,0.001157381,0.005128889,0.00002901457,0.000857257,0.8226216,0.02434252,0.009269524],"study_design_scores_gemma":[0.0005013456,0.00005944024,0.004550717,0.0000247679,0.00003015831,0.000004613632,0.04856838,0.00001452344,0.0003264108,0.0005065333,0.9449534,0.0004597288],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4473336,0.000006508276,0.0001519071,0.01248955,0.0007303935,0.0002010212,0.00009196595,0.000429316,0.5385658],"genre_scores_gemma":[0.8740451,0.00001640496,0.0001906091,0.0002797942,0.0002136983,7.106038e-8,0.0001002128,0.00001513024,0.125139],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9206108,"threshold_uncertainty_score":0.9999359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05272120208222578,"score_gpt":0.2319800868667538,"score_spread":0.1792588847845281,"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."}}