{"id":"W4315820769","doi":"10.33972/ijsl.82","title":"Picture Books Exemplifying Servant-Leadership","year":2018,"lang":"en","type":"article","venue":"International Journal of Servant-Leadership","topic":"Education and Communication Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Servant leadership; Servant; Psychology; Sociology; Computer science; Leadership style; Social psychology; Software engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001579288,0.0002115001,0.0002985561,0.0003307306,0.0006149294,0.0003037541,0.001921954,0.000170785,0.0009711232],"category_scores_gemma":[0.000756852,0.0001979501,0.0002282537,0.0002782212,0.0006877986,0.0007899634,0.0001236999,0.0005537557,0.0002174727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002911393,"about_ca_system_score_gemma":0.0005048293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001839882,"about_ca_topic_score_gemma":0.0009838516,"domain_scores_codex":[0.996832,0.0004040788,0.0007185021,0.0002180014,0.001329348,0.0004981209],"domain_scores_gemma":[0.9959124,0.0004423723,0.0007307782,0.0003056568,0.002348309,0.0002604485],"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":[0.001105871,0.001119009,0.09663011,0.0001693619,0.002296451,0.0001336795,0.5371568,0.00003043312,0.003370644,0.09783343,0.1856154,0.07453889],"study_design_scores_gemma":[0.001010487,0.0001545225,0.01432339,0.0005169623,0.000068838,0.00007037131,0.4308632,0.00002302926,0.001264819,0.003839378,0.5474725,0.0003924707],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2050177,0.008921321,0.002853572,0.6417976,0.01903365,0.0006364135,0.00003245475,0.0003364392,0.1213709],"genre_scores_gemma":[0.9724079,0.0004514617,0.001677876,0.01367583,0.003959247,0.000006041072,0.000005718066,0.00002636751,0.007789588],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7673902,"threshold_uncertainty_score":0.9999421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3924789996496233,"score_gpt":0.4185751797026832,"score_spread":0.02609618005305991,"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."}}