{"id":"W193076926","doi":"10.1007/978-1-4020-9041-7_32","title":"Context for Developing Leadership in Science and Mathematics Education in the USA","year":2011,"lang":"en","type":"book-chapter","venue":"","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Laurentian University","funders":"","keywords":"Professional development; Leadership development; Context (archaeology); Field (mathematics); Teacher leadership; Leadership studies; Educational leadership; Political science; Pedagogy; Medical education; Engineering ethics; Public relations; Psychology; Leadership style; Engineering; Medicine; Mathematics; Geography","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":[0.001021152,0.0002582518,0.0001780931,0.0004945695,0.004718606,0.005094259,0.0005491289,0.001123715,0.005740558],"category_scores_gemma":[0.001177673,0.0001539538,0.000143395,0.0006399092,0.002334251,0.002021766,0.002113109,0.004981603,0.0004895785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007488738,"about_ca_system_score_gemma":0.01745258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02185614,"about_ca_topic_score_gemma":0.142279,"domain_scores_codex":[0.9991202,0.0004681944,0.00001810269,0.00006388943,0.0001064853,0.0002232022],"domain_scores_gemma":[0.9994193,0.0001970205,0.00003528356,0.00001270881,0.0001056471,0.0002299915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002235192,0.0002402045,0.001858877,0.0001877574,0.000005858431,0.0005040256,0.01527956,0.0003107588,0.0005597431,0.7725307,0.0936102,0.11489],"study_design_scores_gemma":[0.00002152143,0.00006639128,0.0058581,0.001332358,0.000008790431,0.0001967007,0.03222633,0.0003736428,0.0005424621,0.146776,0.8125809,0.00001672288],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04558323,0.02773657,0.006525526,0.1478304,0.003463556,0.0001020567,0.00007521252,0.00007906711,0.7686043],"genre_scores_gemma":[0.8229023,0.0179188,0.009726293,0.01477882,0.0006698313,0.000274498,0.0001233615,0.00007480357,0.1335312],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02185614,"threshold_uncertainty_score":0.05433488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.330140357460368,"score_gpt":0.3838793640002267,"score_spread":0.05373900653985864,"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."}}