{"id":"W4402585847","doi":"10.33524/cjar.v24i2.719","title":"A Decade of Tempus Fugit","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Action Research","topic":"Musicology and Musical Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University","funders":"","keywords":"TEMPUS; Mathematics education; Political science; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00142007,0.00003811308,0.00009859226,0.0005403835,0.0004816082,0.0001843897,0.0002068751,0.00003580814,0.008851049],"category_scores_gemma":[0.0001283652,0.00002221965,0.0001014459,0.0001593003,0.0005662562,0.0001183202,0.000008758287,0.0005827905,0.00007959389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009542677,"about_ca_system_score_gemma":0.0009959916,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02385813,"about_ca_topic_score_gemma":0.4683216,"domain_scores_codex":[0.9991559,0.000171424,0.0001837923,0.00005222543,0.0002528288,0.0001838016],"domain_scores_gemma":[0.9990594,0.0002083695,0.00004085268,0.00008701086,0.0004348888,0.0001694474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005706228,0.00002735084,0.0001281422,0.00008925609,0.000488663,0.0002185024,0.03065639,0.00004509733,0.0008400454,0.5926563,0.3369127,0.03788051],"study_design_scores_gemma":[0.00005642457,0.0001206535,0.0003043361,0.00005336947,0.00004011167,0.00004007154,0.002971358,0.0000877218,0.0003577027,0.01138255,0.9845524,0.00003330064],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8304018,0.002369544,0.00002604167,0.04661904,0.001990588,0.0001262663,0.00002272663,0.000008890969,0.1184351],"genre_scores_gemma":[0.9869039,0.00002568987,0.000003941082,0.0001348781,0.0008650817,0.000001272135,4.880378e-7,0.000004872636,0.01205987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6476398,"threshold_uncertainty_score":0.992055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2985120364844026,"score_gpt":0.3975885093861799,"score_spread":0.09907647290177729,"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."}}