{"id":"W4417203699","doi":"10.3998/ergo.9318","title":"Title Pending 9318","year":2025,"lang":"","type":"article","venue":"Ergo an Open Access Journal of Philosophy","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001022139,0.0001696916,0.0006306651,0.000600407,0.0002483273,0.001802787,0.002806582,0.00008281152,0.06661474],"category_scores_gemma":[0.00008897846,0.0001880838,0.0001738905,0.0003708583,0.0001194227,0.002877568,0.001231649,0.0002467745,0.006611395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001484204,"about_ca_system_score_gemma":0.0001247625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003439225,"about_ca_topic_score_gemma":0.000002133901,"domain_scores_codex":[0.9983798,0.00002264698,0.0009674834,0.0003388298,0.00005077181,0.0002404878],"domain_scores_gemma":[0.9984471,0.00003907854,0.0009616662,0.0003342717,0.0000968462,0.0001210167],"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":[0.00006201585,0.0001842512,0.00256848,0.00004651265,0.0003389672,0.00001644695,0.0001996415,0.00004056424,0.000002051021,0.4379632,0.5559392,0.002638686],"study_design_scores_gemma":[0.0009007428,0.0001109016,0.001480471,0.0001854673,0.00005031576,0.00000653081,0.0001840155,0.0002855422,0.000034968,0.2404221,0.7560565,0.0002823789],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00238313,0.004700684,0.0002075152,0.00126887,0.01282946,0.0001386235,0.0001269005,0.000004005396,0.9783408],"genre_scores_gemma":[0.7437296,0.002097331,0.0003970207,0.00074651,0.0008945215,0.000002548223,0.000003384395,0.00002203402,0.2521071],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7413465,"threshold_uncertainty_score":0.9992334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1542229983565957,"score_gpt":0.3646014583792082,"score_spread":0.2103784600226124,"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."}}