{"id":"W2957874907","doi":"10.4018/978-1-5225-9242-6.ch004","title":"Situation Selection","year":2019,"lang":"en","type":"book-chapter","venue":"Advances in educational marketing, administration, and leadership book series","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Variety (cybernetics); Selection (genetic algorithm); Public relations; Strategic leadership; Process (computing); Work (physics); Strategic planning; Educational leadership; Political science; Psychology; Leadership style; Pedagogy; Business; Marketing; Engineering; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001043341,0.0002964055,0.0002571711,0.0002523733,0.0005141301,0.0001802427,0.0001563637,0.0003104798,0.003209732],"category_scores_gemma":[0.0006148138,0.0003551718,0.00005879056,0.00009765919,0.00042155,0.001705471,0.00001416876,0.0003423221,0.0001057875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003147606,"about_ca_system_score_gemma":0.00506333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000301738,"about_ca_topic_score_gemma":0.005876414,"domain_scores_codex":[0.9979607,0.0001739386,0.0005098049,0.0005224922,0.0005161124,0.000316972],"domain_scores_gemma":[0.9983759,0.0006585506,0.0003969245,0.0001449942,0.0002821682,0.0001414665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001585828,0.00006872119,0.01252992,0.0002632137,0.00002905358,7.355904e-7,0.01669321,0.00001042481,0.000001737345,0.9553735,0.008705839,0.006165018],"study_design_scores_gemma":[0.0001364407,0.00005965906,0.01928209,0.0003218763,0.00001799069,0.000008292634,0.006759858,0.00000101933,0.00000492569,0.02138789,0.951604,0.0004159449],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003309423,0.01824794,0.00002676897,0.02109801,0.001416423,0.0006867045,0.00001087675,0.00007047156,0.9581119],"genre_scores_gemma":[0.02784988,0.01998809,0.0009361735,0.0009658637,0.001261096,0.00004465713,0.0002547012,0.00003827345,0.9486613],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9428982,"threshold_uncertainty_score":0.99989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03458736872298755,"score_gpt":0.2990701327479718,"score_spread":0.2644827640249843,"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."}}