{"id":"W7116663281","doi":"10.33137/jns.v4i1.46638","title":"Table of Contents","year":2025,"lang":"","type":"article","venue":"UTSC s Journal of Natural Sciences","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"","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":[0.002469943,0.00018005,0.0009020485,0.0008499178,0.0003398616,0.0001968576,0.001082411,0.00008701149,0.002029339],"category_scores_gemma":[0.0006029088,0.0001601894,0.000344841,0.001279566,0.00122329,0.0008700248,0.0002299818,0.0002668512,0.0002509189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009153227,"about_ca_system_score_gemma":0.0001735101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001040442,"about_ca_topic_score_gemma":0.000007352946,"domain_scores_codex":[0.9974133,0.00002433086,0.001649848,0.000359931,0.0001343472,0.0004182625],"domain_scores_gemma":[0.997176,0.0001798962,0.002102588,0.000168365,0.0002892472,0.00008389564],"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":[0.0002787975,0.0005954624,0.1970907,0.0002520003,0.001454598,0.00002261253,0.001841692,0.0009006389,0.0005602463,0.3643391,0.4160057,0.01665843],"study_design_scores_gemma":[0.004986526,0.001044296,0.08016906,0.001318796,0.0002254284,0.00004859501,0.01211615,0.007360879,0.003130736,0.03676536,0.8518551,0.0009791092],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3733082,0.1567729,0.0001961645,0.002876887,0.05120519,0.0002343324,0.0002623473,0.00000588268,0.4151381],"genre_scores_gemma":[0.8888878,0.003168707,0.0005847533,0.0001827002,0.00009537829,4.049946e-7,2.616264e-7,0.00000308299,0.107077],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5155796,"threshold_uncertainty_score":0.9988829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0441191666941551,"score_gpt":0.25207404335249,"score_spread":0.2079548766583349,"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."}}