{"id":"W4239766784","doi":"10.5860/choice.46-4668","title":"Searching for leadership: secretaries to cabinet in Canada","year":2009,"lang":"en","type":"article","venue":"Choice Reviews Online","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Cabinet (room); Political science; History; Archaeology","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":[],"consensus_categories":[],"category_scores_codex":[0.001291453,0.00008194528,0.0002255408,0.00007502561,0.0001996288,0.00006931979,0.0003208662,0.00003371027,0.00008513407],"category_scores_gemma":[0.00474444,0.00007366318,0.00004292458,0.0004834631,0.00003862984,0.0001479305,0.00001323995,0.0001661818,0.00000795495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003685004,"about_ca_system_score_gemma":0.003430559,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8320718,"about_ca_topic_score_gemma":0.9972013,"domain_scores_codex":[0.9985332,0.0002170574,0.0002774801,0.0001777163,0.000279209,0.0005153259],"domain_scores_gemma":[0.9991114,0.0003474844,0.00004641793,0.0001397057,0.00005924207,0.0002958231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003233384,0.0001949001,0.003993655,0.0003337102,0.00001008414,0.000009357697,0.005282348,0.00005465616,0.0002382157,0.04007481,0.05842994,0.891346],"study_design_scores_gemma":[0.0001188305,0.00003234814,0.006795175,0.0001007402,0.000001811376,2.026409e-7,0.001062557,0.00006837417,0.0000108213,0.0003021963,0.9914166,0.00009028867],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.154112,0.0154353,0.0005910406,0.7975798,0.0004134071,0.005701995,0.0003444258,0.00009077553,0.0257312],"genre_scores_gemma":[0.9243701,0.0046805,0.005095338,0.04641486,0.002547082,0.0001898417,0.0002446715,0.00002176249,0.01643592],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9329867,"threshold_uncertainty_score":0.6085665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3097422461445635,"score_gpt":0.4760901292322193,"score_spread":0.1663478830876558,"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."}}