{"id":"W3207884802","doi":"10.1017/9781108325615.011","title":"Better Practices and Bounded Progress","year":2019,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Bounded function; Mathematics; Mathematical analysis","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":[],"consensus_categories":[],"category_scores_codex":[0.0003790315,0.000191296,0.0002307842,0.0001501708,0.0005759576,0.000338628,0.0004646009,0.0003857322,0.0000262149],"category_scores_gemma":[0.00007857835,0.0002210698,0.0000827136,0.00001042811,0.001156308,0.0003101433,0.0002436164,0.000459058,0.00002935739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000127795,"about_ca_system_score_gemma":0.0009996824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008795299,"about_ca_topic_score_gemma":0.00007601558,"domain_scores_codex":[0.9984987,0.0001275457,0.0001191531,0.0004015828,0.0004977667,0.0003552205],"domain_scores_gemma":[0.998709,0.0001876244,0.0003738935,0.0002862947,0.0001710526,0.0002721356],"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":[0.00003572713,0.000007260061,0.00002438534,0.00004597179,0.00006531912,0.00007035043,0.0002501381,6.361459e-9,0.000002362691,0.9726769,0.02469455,0.002127014],"study_design_scores_gemma":[0.0002566061,0.00003681101,0.00005076663,0.00004987026,0.00005164546,0.000003208014,0.0001997246,0.000004834028,0.00001643588,0.00007769383,0.9990087,0.0002436934],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008964803,0.0001240366,0.000005929381,0.001467793,0.0001310409,0.000504736,0.0001204724,0.00008385151,0.9966657],"genre_scores_gemma":[0.00333759,0.0001861011,0.00006405939,0.000202697,0.0002856059,7.816732e-7,0.00002083432,0.00001809067,0.9958842],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9743142,"threshold_uncertainty_score":0.9014965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07248396281255683,"score_gpt":0.3261427617255302,"score_spread":0.2536587989129734,"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."}}