{"id":"W7123263104","doi":"10.17605/osf.io/dsr3y","title":"Psychological Individual Characteristics in School Leaders: a Scoping Review","year":2024,"lang":"","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Educational leadership; School climate; Work (physics); Selection (genetic algorithm); Educational research","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01183393,0.001179348,0.003863894,0.0226879,0.001270437,0.004536819,0.001721325,0.002717074,0.003495831],"category_scores_gemma":[0.0483665,0.001178542,0.00399294,0.02231353,0.00143666,0.003730566,0.002378007,0.002015779,0.00050375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005031934,"about_ca_system_score_gemma":0.01675191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01229545,"about_ca_topic_score_gemma":0.02428641,"domain_scores_codex":[0.9923145,0.002399518,0.002502194,0.0006719068,0.00188163,0.0002302096],"domain_scores_gemma":[0.9488798,0.04109604,0.004538556,0.0006336125,0.004488431,0.0003636191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001061278,0.00007547105,0.002370381,0.6304772,0.001743016,0.0002511732,0.002247734,0.0003263041,0.0002036343,0.002480325,0.008222235,0.3514962],"study_design_scores_gemma":[0.00001599702,0.00007133935,0.00393633,0.9412522,0.003593284,0.0003635859,0.001292802,0.0001005081,0.00009090238,0.0008948296,0.04835908,0.00002914433],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005300603,0.9982228,0.0001485716,0.0003808408,0.0001163636,0.0001018557,0.0001074758,0.000003998042,0.0003880349],"genre_scores_gemma":[0.004908534,0.9939732,0.0003794991,0.0002563288,0.00006254726,0.0001987022,0.000123358,0.000003148622,0.00009467747],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0226879,"threshold_uncertainty_score":0.06258458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1846716466194444,"score_gpt":0.4389301781880379,"score_spread":0.2542585315685935,"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."}}