{"id":"W4213422187","doi":"10.4159/9780674020788-fm","title":"Frontmatter","year":2004,"lang":"es","type":"book-chapter","venue":"Harvard University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0002451638,0.001643106,0.001453984,0.0007978139,0.0006942778,0.000308729,0.001998607,0.001575373,0.01620346],"category_scores_gemma":[0.00001421345,0.002140677,0.001082052,0.00001825197,0.001297155,0.0004456227,0.001643926,0.001749181,0.09789403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001931084,"about_ca_system_score_gemma":0.0004834068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002280818,"about_ca_topic_score_gemma":0.00006850062,"domain_scores_codex":[0.9950147,0.0001848189,0.0005758753,0.001821497,0.001195858,0.001207207],"domain_scores_gemma":[0.9955838,0.0001132572,0.0009067744,0.002159683,0.0004932486,0.0007432837],"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":[0.0008814627,0.00007939521,0.00003187337,0.0003733733,0.001496406,0.002816693,0.0005900341,0.00006640596,0.0003486598,0.9293489,0.06298418,0.0009826543],"study_design_scores_gemma":[0.003351314,0.0001428399,0.0001909605,0.001453065,0.001808919,0.00004699249,0.00005331574,0.00001757786,0.000788956,0.000851191,0.9892164,0.002078462],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002237774,0.00003141721,0.0002254301,0.00002773834,0.0006380703,0.001319205,0.003926237,0.0007961895,0.9928119],"genre_scores_gemma":[0.006549238,0.000064027,0.0007138631,0.0002161643,0.0004203537,0.000001472426,0.0002357809,0.0005782397,0.9912208],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9284977,"threshold_uncertainty_score":0.9997208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02411533870657382,"score_gpt":0.1964737755921795,"score_spread":0.1723584368856057,"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."}}