{"id":"W4232530107","doi":"10.1090/coll/061/01","title":"Parameters","year":2013,"lang":"gu","type":"book-chapter","venue":"Colloquium Publications - American Mathematical Society/Colloquium Publications","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Environmental science","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":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.004501275,0.006375012,0.007404005,0.004178893,0.006103785,0.008766163,0.01109089,0.003509354,0.06537046],"category_scores_gemma":[0.007297565,0.006999659,0.00783047,0.01481531,0.01840363,0.005369911,0.003714575,0.006473317,0.1566783],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007464291,"about_ca_system_score_gemma":0.006884049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006000384,"about_ca_topic_score_gemma":0.0001261143,"domain_scores_codex":[0.9680099,0.001030952,0.009276907,0.008071593,0.006685487,0.006925181],"domain_scores_gemma":[0.9517052,0.005848148,0.01029363,0.01507784,0.01059724,0.006477965],"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":[0.00003367482,0.002663242,0.0001876289,0.0004439524,0.003384173,0.000001894829,0.001286045,0.00006004446,0.0006344246,0.5574159,0.4317363,0.002152735],"study_design_scores_gemma":[0.002423801,0.0008370645,0.001741577,0.0006547801,0.004422727,0.000269528,0.00380079,0.01076537,0.0001115486,0.0779285,0.8892153,0.007829033],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001425949,0.001017637,0.02674303,0.08279451,0.001223922,0.01967625,0.008808333,0.008144569,0.8501658],"genre_scores_gemma":[0.02274753,0.001567756,0.1722686,0.005357687,0.001630953,0.02911022,0.008583976,0.003881458,0.7548518],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4794874,"threshold_uncertainty_score":0.998746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03989836353511722,"score_gpt":0.2865820185142643,"score_spread":0.2466836549791471,"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."}}