{"id":"W1516905629","doi":"","title":"Preparing school leaders for the 21st century : an international comparison of development programs in 15 countries","year":2004,"lang":"en","type":"book","venue":"Routledge eBooks","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Scope (computer science); State (computer science); Political science; Argument (complex analysis); Sociology; History; Computer science","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":[0.01003226,0.0002244001,0.0003957002,0.004403212,0.001397475,0.003330574,0.00074262,0.0004557625,0.005480953],"category_scores_gemma":[0.0194733,0.0002431747,0.000362171,0.006124252,0.0009247235,0.002333903,0.002898072,0.0007688565,0.0005986411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002541365,"about_ca_system_score_gemma":0.00578321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003357049,"about_ca_topic_score_gemma":0.005633673,"domain_scores_codex":[0.9924037,0.003805466,0.0005621255,0.0004552387,0.001094975,0.001678413],"domain_scores_gemma":[0.9795992,0.006820747,0.004144805,0.0008107368,0.004310785,0.0043137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001895051,0.001230323,0.3861081,0.004136886,0.0003064272,0.0004832487,0.08508775,0.00123852,0.0007021337,0.01911725,0.03126589,0.4684284],"study_design_scores_gemma":[0.0001817459,0.001033333,0.8087032,0.001275623,0.00007378621,0.0001461211,0.1277027,0.0001997818,0.0004039888,0.0008375989,0.05940068,0.00004142135],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9431113,0.007241922,0.0009439269,0.003566457,0.0003206393,0.000578878,0.001373312,0.00009379107,0.04276979],"genre_scores_gemma":[0.9925236,0.002480866,0.0008806858,0.0003150968,0.00003442273,0.000326111,0.0007002177,0.00003021977,0.002708779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01003226,"threshold_uncertainty_score":0.05305636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06688185587793206,"score_gpt":0.357966975582489,"score_spread":0.291085119704557,"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."}}