{"id":"W2901719696","doi":"","title":"Principals as Champions of Collaboration for Vulnerable Children and Youth: A Case Study of Community Schools","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Educational Administration and Policy","topic":"Family and Disability Support Research","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Government (linguistics); Principal (computer security); Staffing; Public relations; Mental health; Political science; Population; Nursing; Medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007318601,0.00006726966,0.0001515326,0.0002844321,0.000345597,0.00003732551,0.00008378607,0.0000556841,0.0003258896],"category_scores_gemma":[0.001120204,0.00006570775,0.00002471847,0.0002265154,0.0002261826,0.0001144593,0.000006270471,0.0001707976,0.000001405282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004115578,"about_ca_system_score_gemma":0.005050762,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08811589,"about_ca_topic_score_gemma":0.169223,"domain_scores_codex":[0.9990377,0.0002706446,0.0004039494,0.00007001808,0.00009225657,0.0001253955],"domain_scores_gemma":[0.9982703,0.0002872583,0.000230789,0.0001483038,0.0006909158,0.0003724263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004453243,0.002274303,0.6071169,0.00006768523,0.0003226665,0.000009827109,0.2835795,0.000003285801,0.0001854674,0.09383786,0.01003235,0.00212483],"study_design_scores_gemma":[0.001604665,0.006016954,0.5560282,0.00002957248,0.00006516491,0.001605546,0.4287745,0.000002044029,0.0001975495,0.005045349,0.000509436,0.0001210217],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939538,0.00007405886,0.000003974883,0.003745707,0.0001089472,0.0003645012,0.0004922669,7.166415e-7,0.001255983],"genre_scores_gemma":[0.9991348,0.000002058449,0.00006720107,0.0001527943,0.0002712503,0.00001100705,0.00005798243,0.000004860499,0.0002980934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.145195,"threshold_uncertainty_score":0.9179564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08248636135858986,"score_gpt":0.4491844152352715,"score_spread":0.3666980538766816,"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."}}