{"id":"W4252438494","doi":"10.26522/brocked.v24i1.447","title":"Fight or Flight: An Account of a Professor’s First Year Obsession","year":2015,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Service (business); Sociology; Personal account; Psychology; Art; Political science; Law; Literature; Narrative","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001599335,0.00007034699,0.0001058689,0.000123348,0.0006052626,0.0001599231,0.0003238429,0.00007713066,0.001352273],"category_scores_gemma":[0.004658445,0.00005412441,0.00003530272,0.0002151708,0.00004557027,0.001458524,0.00002272052,0.0002342281,0.00009592093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002300437,"about_ca_system_score_gemma":0.005506105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002605631,"about_ca_topic_score_gemma":0.0008466361,"domain_scores_codex":[0.9980595,0.0005979911,0.000300744,0.000113528,0.0007740424,0.0001542416],"domain_scores_gemma":[0.9980157,0.0001512466,0.0005387489,0.0001449643,0.0008004109,0.000348925],"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":[0.0002770505,0.001697504,0.04638974,0.00004091974,0.00004114051,0.000001662013,0.1723613,0.00009675453,0.0002489715,0.008001817,0.7493238,0.02151929],"study_design_scores_gemma":[0.0004001115,0.0001448201,0.01298207,0.0001456962,0.0000339192,0.00002314723,0.09566611,0.00001438491,0.0001198681,0.003356772,0.8869764,0.0001367612],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9179815,0.0004383033,0.0003581222,0.04760889,0.006794048,0.0004490104,0.000003279133,0.00007643566,0.02629041],"genre_scores_gemma":[0.9616435,0.0001208236,0.00713375,0.0003561499,0.001873906,0.00001476024,0.000006162635,0.00001538724,0.02883561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1376525,"threshold_uncertainty_score":0.9995607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2295433332820192,"score_gpt":0.4954189026602975,"score_spread":0.2658755693782783,"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."}}