{"id":"W4238792479","doi":"10.1061/9780784409206","title":"Becoming Leaders","year":2008,"lang":"en","type":"book","venue":"American Society of Civil Engineers eBooks","topic":"Diverse Education and Engineering Focus","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political 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":[0.0007540096,0.0007003903,0.0002235577,0.0004549678,0.002252773,0.005683177,0.0006701774,0.001843605,0.08992727],"category_scores_gemma":[0.00216592,0.0002065069,0.0002498547,0.0004313362,0.001164918,0.004679288,0.002751232,0.003184395,0.07370858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001066594,"about_ca_system_score_gemma":0.002159993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001015028,"about_ca_topic_score_gemma":0.004538921,"domain_scores_codex":[0.9991836,0.0002069987,0.00002693608,0.0001204112,0.0003123698,0.0001497379],"domain_scores_gemma":[0.9988839,0.0001513969,0.00006550064,0.00006433356,0.0003209189,0.0005139741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000707555,0.0000212981,0.00009080461,0.00007900498,0.000001258326,0.00004599963,0.001382585,0.00002156058,0.0001648407,0.04607248,0.8975375,0.05457547],"study_design_scores_gemma":[0.000001472583,0.000006219323,0.00006302373,0.00004534453,5.715377e-7,0.00004202905,0.000359713,0.000007189197,0.00003183271,0.002624332,0.9968168,0.000001502284],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009468672,0.01184195,0.001997412,0.03238505,0.0144541,0.0000774455,0.00009761928,0.0002745977,0.9379249],"genre_scores_gemma":[0.007349776,0.003834011,0.0008698467,0.01036084,0.001379926,0.00006480091,0.00009697813,0.0001158024,0.9759281],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08992727,"threshold_uncertainty_score":0.3008367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03494087497326173,"score_gpt":0.2749210633286668,"score_spread":0.2399801883554051,"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."}}