{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002316264,0.0005129138,0.0004430789,0.0005596915,0.01325029,0.006764473,0.0004974669,0.002077796,0.04853207],"category_scores_gemma":[0.005620586,0.0002076339,0.0002579474,0.0006044898,0.004560171,0.002167674,0.006008595,0.004409115,0.01075749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003324442,"about_ca_system_score_gemma":0.01310898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1214075,"about_ca_topic_score_gemma":0.3466898,"domain_scores_codex":[0.9970257,0.0008075694,0.00003771851,0.0001766356,0.0006302729,0.001322186],"domain_scores_gemma":[0.991854,0.000220011,0.0001812525,0.0001510613,0.001276493,0.006317173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003350142,0.00008348333,0.004160967,0.00006745539,0.00001786705,0.0003918081,0.01520857,0.00006733134,0.0003646426,0.0454602,0.8651654,0.06897871],"study_design_scores_gemma":[0.000002751207,0.00002161354,0.001314861,0.00006836205,0.000002034867,0.00007144365,0.009389743,0.00001142704,0.00002227319,0.00155194,0.9875373,0.000006247983],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02645447,0.01774822,0.0009496196,0.3066987,0.01671075,0.00007584791,0.0001842905,0.0001948667,0.6309832],"genre_scores_gemma":[0.1774627,0.009651818,0.0005738585,0.04310374,0.001672574,0.00005346371,0.0001213959,0.0001347105,0.7672258],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1214075,"threshold_uncertainty_score":0.2414017,"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."}}