{"id":"W4411958759","doi":"10.59236/td2010vol4iss11097","title":"Attraction, Value and Future of SoTL","year":2010,"lang":"en","type":"article","venue":"Transformative Dialogues Teaching and Learning Journal","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Southern Connecticut State University; Thompson Rivers University; University of Central Missouri; Loyola Marymount University; University of Rochester; Purdue University; Carnegie Foundation for the Advancement of Teaching","keywords":"Attraction; Value (mathematics); Psychology; Mathematics; Statistics; Philosophy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002199369,0.000117876,0.000171601,0.0001418779,0.001181656,0.0003120783,0.0001939024,0.00007294272,0.00001780409],"category_scores_gemma":[0.0001473451,0.00009697503,0.00004846725,0.00008285011,0.00007432488,0.001200773,0.00002287912,0.003476721,0.000005016524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008871743,"about_ca_system_score_gemma":0.0000529885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002820287,"about_ca_topic_score_gemma":0.00000334503,"domain_scores_codex":[0.9986825,0.0005693618,0.0002617096,0.0001314505,0.0001720829,0.00018289],"domain_scores_gemma":[0.9993076,0.0002161036,0.0001837549,0.00007198022,0.00007866901,0.0001419412],"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":[0.00002226129,0.0000914888,0.007294381,0.00005452189,0.00006101196,0.000003358061,0.2936726,0.0002466132,0.006193978,0.09555831,0.0002128801,0.5965887],"study_design_scores_gemma":[0.003551944,0.001539035,0.2593676,0.0003159003,0.0001131059,0.00359332,0.1563031,0.03040069,0.001813164,0.005936036,0.5357346,0.001331529],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.922852,0.000205668,0.06044869,0.003497372,0.0009797362,0.00007058096,6.099447e-7,0.00007634212,0.01186895],"genre_scores_gemma":[0.9832318,0.0002866106,0.01590261,0.00008793634,0.0003642448,0.000001161263,0.000002758352,0.000007195194,0.0001156317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5952571,"threshold_uncertainty_score":0.9988223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01188019971383781,"score_gpt":0.2640239726860633,"score_spread":0.2521437729722255,"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."}}