{"id":"W246632495","doi":"","title":"Connecting Educational Leadership with Multi-Level Assessment Reform.","year":2007,"lang":"en","type":"article","venue":"International electronic journal for leadership in learning","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Instructional leadership; Educational leadership; Psychology; Sociology; Mathematics education; Pedagogy; Leadership style; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002221405,0.000179253,0.0001566823,0.0001479508,0.000547812,0.0001478258,0.0003660168,0.00008173279,0.0003255169],"category_scores_gemma":[0.0004742175,0.00009195713,0.0000893203,0.0004357488,0.00005609401,0.0004110019,0.00002910856,0.001026559,0.00001441729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001627786,"about_ca_system_score_gemma":0.0002125777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008103411,"about_ca_topic_score_gemma":0.003105412,"domain_scores_codex":[0.997914,0.0000581861,0.0004326188,0.000279026,0.0004563529,0.0008598861],"domain_scores_gemma":[0.9981831,0.0008433983,0.0003213714,0.00003196226,0.0005462163,0.00007394506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001251799,0.001957532,0.2820017,0.00008863171,0.001112326,0.00002819307,0.0060667,0.006693467,0.03805918,0.4694145,0.0009354274,0.1923905],"study_design_scores_gemma":[0.00316652,0.00144562,0.6055461,0.0005538844,0.00005275263,0.0007787979,0.3118711,0.001946299,0.0009834105,0.007321883,0.06522992,0.001103673],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8984136,0.0004706282,0.008817741,0.08475369,0.001512221,0.0004762905,0.00001671844,0.00007566934,0.005463424],"genre_scores_gemma":[0.9904715,0.00002162216,0.003287243,0.0004559084,0.0008711465,0.00002638359,0.0001136124,0.000004804562,0.004747767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4620926,"threshold_uncertainty_score":0.4459945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2879831048266312,"score_gpt":0.3669599872261177,"score_spread":0.07897688239948653,"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."}}