{"id":"W4249942013","doi":"10.26522/tl.v3i2.44","title":"Geese and Leadership","year":2006,"lang":"en","type":"article","venue":"Teaching and Learning","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heading (navigation); Aeronautics; Geography; Political science; Engineering; Geodesy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002022367,0.00005366944,0.00004892854,0.00003506375,0.0001051291,0.00002598536,0.00001598562,0.00003691094,0.000006786508],"category_scores_gemma":[0.00003190091,0.00005040905,0.00000649699,0.00002385445,0.00001717819,0.00004151561,0.000005531986,0.0004610993,0.000004520784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007174012,"about_ca_system_score_gemma":0.000001237728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007601182,"about_ca_topic_score_gemma":0.000001642782,"domain_scores_codex":[0.9997158,0.00002206786,0.00005089373,0.00006310734,0.0000374075,0.0001106958],"domain_scores_gemma":[0.9998846,0.00004634085,0.000004534485,0.00002756914,0.000001798692,0.00003513368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005561012,0.00004398836,0.01812603,0.00147487,0.00004460698,0.000008559239,0.010054,0.03872402,0.02776711,0.004798347,0.01219416,0.8867587],"study_design_scores_gemma":[0.0006534698,0.00008381109,0.2200466,0.0002885785,0.00003531248,0.00008829268,0.002911399,0.3676019,0.0002927645,0.0006750135,0.4065748,0.000748134],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875839,0.002302745,0.004483164,0.0002434795,0.0001098234,0.00001633763,1.387308e-7,0.0004122812,0.004848184],"genre_scores_gemma":[0.9972595,0.00001393105,0.001170234,0.00001796342,0.000164671,0.000001575281,0.000004099643,0.00001084832,0.001357168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8860106,"threshold_uncertainty_score":0.2055621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01784771913911832,"score_gpt":0.2048073221090358,"score_spread":0.1869596029699175,"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."}}