{"id":"W4405667126","doi":"10.29173/isotl797","title":"And so it happens","year":2024,"lang":"en","type":"article","venue":"Imagining SoTL","topic":"Poetry Analysis and Criticism","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Computer science","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":[0.000101958,0.00007125795,0.00008813293,0.00005907142,0.000203207,0.0008928552,0.0000511838,0.00001165674,0.002613625],"category_scores_gemma":[0.0000118272,0.0000595752,0.00004660972,0.00002116196,0.0002115488,0.0002064439,0.00002573975,0.00009858923,0.0003613573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005288355,"about_ca_system_score_gemma":0.00001626846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001357646,"about_ca_topic_score_gemma":0.0001298901,"domain_scores_codex":[0.9995284,0.00001091461,0.00009795446,0.0001482676,0.00007650878,0.0001379623],"domain_scores_gemma":[0.9998041,0.00004657039,0.000008708959,0.00008229138,0.00002089471,0.00003744631],"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":[0.000001782514,0.000008226019,0.00004729489,0.00003136826,0.00004981799,0.00004461946,0.02399488,5.15332e-7,0.00006942407,0.9310251,0.0332223,0.01150465],"study_design_scores_gemma":[0.00004071559,0.00001899502,0.00002679654,0.00005504279,0.00004978282,0.000008211669,0.003457537,0.001596073,0.00003794859,0.005315235,0.9893005,0.00009310962],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0426208,0.008488555,0.000227988,0.04892364,0.001228579,0.00005927612,0.00003611511,0.0004025836,0.8980125],"genre_scores_gemma":[0.9766574,0.0000318144,0.00004042984,0.000921316,0.0004976048,0.000003115552,0.000004576262,0.00001190105,0.02183183],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9560782,"threshold_uncertainty_score":0.9982981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02494374233726447,"score_gpt":0.2678858471985307,"score_spread":0.2429421048612662,"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."}}