{"id":"W4254832802","doi":"10.1007/978-0-8176-8198-2_12","title":"Transform Tables","year":2004,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer 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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003364781,0.0005154465,0.0009559718,0.0004242892,0.0002318427,0.0001383193,0.0004634886,0.000418274,0.02602262],"category_scores_gemma":[0.00001047509,0.0006052764,0.0004591631,0.00001853287,0.0003052717,0.0001245037,0.0001293274,0.0003183097,0.04945986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003449884,"about_ca_system_score_gemma":0.00008176598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001669061,"about_ca_topic_score_gemma":0.0001018241,"domain_scores_codex":[0.9975682,0.000001932529,0.0009006305,0.0009557112,0.00006734974,0.0005061144],"domain_scores_gemma":[0.9986672,0.00002215623,0.0004777738,0.0006397282,0.00003759071,0.0001555355],"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":[0.00001238368,0.00001179493,0.00002092664,0.00004792487,0.0001930932,0.00001734052,0.0004369026,0.000004254023,7.416924e-7,0.9480786,0.04973091,0.001445179],"study_design_scores_gemma":[0.0004272613,0.00003010223,0.00001246718,0.00006466655,0.00002262121,0.000003802174,0.00003034113,0.000003167989,0.00002002388,0.2972362,0.7016459,0.0005034553],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003256569,0.002237087,0.00007292722,0.0001496813,0.00274081,0.0004050833,0.002005701,0.0001313386,0.9922248],"genre_scores_gemma":[0.002431469,0.0004347562,0.0002024286,0.000359935,0.0002530265,0.00002540898,0.00005173855,0.0001193727,0.9961219],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.651915,"threshold_uncertainty_score":0.9996399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04746326285599883,"score_gpt":0.1919811672040511,"score_spread":0.1445179043480523,"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."}}