{"id":"W4403195304","doi":"10.1007/978-3-031-70839-8_5","title":"The Work of School Principals: “Where the Buck Stops!”","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Work (physics); Sociology; Psychology; Engineering; Mechanical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002086839,0.0005991817,0.0004584427,0.0006854293,0.01160451,0.008422298,0.0009213788,0.003033031,0.02051595],"category_scores_gemma":[0.002526033,0.0005734423,0.000278298,0.001080011,0.009978132,0.007626459,0.00317231,0.008516069,0.007219713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004338347,"about_ca_system_score_gemma":0.01031364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02640789,"about_ca_topic_score_gemma":0.08122405,"domain_scores_codex":[0.9980509,0.001159227,0.00002946616,0.000158866,0.0002379088,0.0003635675],"domain_scores_gemma":[0.9990202,0.0002312575,0.00004037307,0.00006276338,0.0002469469,0.0003984407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001796687,0.00004698921,0.0003549813,0.00007824045,0.000002814968,0.00007197276,0.02989758,0.00003348197,0.00008248232,0.2357795,0.6991305,0.03450342],"study_design_scores_gemma":[0.000004607591,0.000009879835,0.0004057821,0.0001607371,0.00000187444,0.00004899928,0.01600399,0.00002178038,0.00004624334,0.01764808,0.9656426,0.000005373028],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005803232,0.0443982,0.002350557,0.202922,0.0109541,0.00006888695,0.00007079779,0.0001306543,0.7333015],"genre_scores_gemma":[0.08972082,0.01169742,0.001326157,0.02442646,0.001791376,0.00008882488,0.00005726489,0.0002930088,0.8705987],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02640789,"threshold_uncertainty_score":0.06863266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.185334666168278,"score_gpt":0.3960209999111053,"score_spread":0.2106863337428273,"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."}}